{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting ResNet Model With Smooth Gradients"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook loads the pretrained ResNet model given by [PaddleClas](https://github.com/PaddlePaddle/PaddleClas/tree/release/2.0) and performs image classification on selected images. \n",
    "\n",
    "Interpretations of the predictions are generated and visualized using Smooth Gradients algorithm, specifically the `SmoothGradInterpreter` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import paddle\n",
    "import interpretdl as it\n",
    "from interpretdl.data_processor.readers import read_image\n",
    "from interpretdl.data_processor.visualizer import visualize_grayscale\n",
    "from assets.resnet import ResNet50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have't done so, please first download the pretrained ResNet50 model by runnig the cell below or directly from [this link](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams). \n",
    "More pretrained models can be found in [PaddleClas Model Zoo](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084#Model_zoo_overview)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downloads and the model to assets/\n",
    "!wget https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams -P assets/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize `paddle_model` and load weights. `ResNet50` is borrowed from PaddleClas [architectures](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084/ppcls/modeling/architectures)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = \"assets/ResNet50_pretrained.pdparams\"\n",
    "paddle_model = ResNet50()\n",
    "\n",
    "state_dict = paddle.load(MODEL_PATH)\n",
    "paddle_model.set_dict(state_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the `SmoothGradInterpreter`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sg = it.SmoothGradInterpreter(paddle_model, use_cuda=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before interpreting the image, we first take a look at the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FAE345ED510>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_path = 'assets/deer.png'\n",
    "x = Image.fromarray(read_image(img_path)[0])\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let Smooth Gradients method help us `interpret` the image with respect to the predicted label. \n",
    "\n",
    "We choose noise amount to be 0.1, which means the added Gaussian noise has standard deviation of 0.1 * (x_max - x_min), where x_max and x_min are the maximum and minimum values of the processed image. \n",
    "\n",
    "Gradients are overlayed with the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FAE3457FF90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gradients = sg.interpret(\n",
    "        img_path, \n",
    "        noise_amount=0.1,\n",
    "        visual=True, \n",
    "        labels=None, \n",
    "        save_path=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another option for visualization is in grayscale:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=224x224 at 0x7FAE345982D0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_grayscale(gradients[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize the effect of noise levels on the smooth gradients method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=224x224 at 0x7FAE345984D0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=224x224 at 0x7FAE3457FE10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=224x224 at 0x7FAE345ED610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MoUMiAcBzsEHOhKeBKyTLAR2SanNSvs6kc07mjTZMZ5nT3nooKLfxZiScoBSVEx7kSvFKEwvMFmah1Cs6VpyTy7tTyGpdX3WZQIe9snTcX/bKhglPiVbdmwtJsl64YAAQvF60mOdBZZYWvKGOP7y6XlMgWqgJ3QorGCtKeZhZIoRVTp6fArcpCzLuJVIJg5ZptMwhSc2BGM9BWIHGOZI5MGnRgGXKZH3BXORzFnGuuUWfFLcCipFbUcGiCCMqWo8zT503WjmRJ5kFcl1QBrHSXGzXrXCjPBmQXiTYui7KjSRTW41x0HFeAJevz+t+FBZUs5zMHMuqKVeuHw1APixcYdu+IvXPpCNesFRfO4VXHihEfrUSs7THIXfa5MW45CNZjo47BV5u0aVYRJ6AcwhWCI7OUorGAePcGHLGAWBijSHJkSEDCAA4ovBQOesUs0Iz8Dg3zgvKKpntGmFI9ntdw/tZY0B2nc/DauCHWK+0gmFI5TAFRTNdpBk35PcwTa1zlbORyYfqlbaW6wPJhZ7ZaDQG/IunR2jJDZQmh/qk1XA1aJje8OVbgyLv9WhFqB1F24D+Xj+q+ya3meEZtVpZAQvoIiDmLJEIQh+aHQDrvBIwAEaIhhgiGYfoEAgBhSSGWhEAouB+xhTyADMgN9B1jhEHDxKMXaiUgkh5vuvykVXBuxVvaKOT11YBZSjbRUrKo6fouhmaLprc2/AvzJVjQjEGawsmdl0qtys71zYqnbFwcTZMBgsXvOTKmXJV9A7bi5fRQ0UTG5Pd4Lla0vYH2jIaG3ppZ3+pU91Yk86xcltmRYTMILggBS4UkWMec2CF9o1BphmiI0CLSMyBICO4JQ4GSVgn0BIgcqy1hDWCfENkYiZyDYxIWPSZtDaEhGtOwyulRn4WqjVKFdJa5MxguAGJ2VbMmoMro/jqx/nISvN8aX1sfZyyodWukSaFFMRgRLPTS20Xp4wHxLJOebJTaS1XoBkNKEahXtNF6gdJpAqtqiznvu2MnU0cc6agyaUVkSquLScTam4sEgYuBy4UJxc4zfLAWZCoEAlIOsMIORpgTiiOoXHcYCQVkUh90JzQCBtKQ9VNUQ7XgHUcY+VOyFJHY31X0TxRI62BE6rGBCtow7r5SNWeGg4r5bPdnb0eLune9c+MloFcmwJFutzs2K3lM8YaT1Zu/v5AK2Ew1O9HiVJYDWteITi+5AeqPDfkzZdkT2HG/K1ycU1HI6rX5b7NC05LK3pgyFcAzHCK++iIcbCA4PxMcOYMlpJUcus5BYjELQEDw3w/084xxiURhc6VAycxLoPgXg85y1wukJVdzHTd1dmiFZ3mRjg2QXF1HPtBAdaEdcHmghmBarKW81N2ZUXR6PnyeLkxsKUSBpLShXS62L+Agio8NE8VMksNgVsa3NlSNXPFmZeWV3fpBJeC7vntmPp8YItzqY8137AoCvOOH3azPIkopBA1E8x6oTQF4F4UOQYEaDkj0OiynFGuc2CMITeMkbPIsU+MkBE5QJ0zkaeAkGitiAGGLpMeoU+Rmaqvsc2I9ZKskq0tHtMza81qhXr9OOtk3Vr32IJN9UbaH8qLeYiNrLhbdpfXskQ6KEgvGGSTcrJkavUt0YC29VqjZg5wYTNZaLQb9tTEfNg4OF6wUnf4qOzBsJs/bQplgljIYqXZNUHEbJjzgiOUHL0MkHHHTF/6fhgIYGQNAiiJIJnRAIwzKRgjRDJOGyYYGWTApdQJE0aARmbAk5I7LhVmwLnwgQFGIRveaEzYjtmMB40fFMI4Hottc+uUa5xvN3u1mU0d2KBR0EfUynxS6unQplIv1ksawyD0DK+1IGNymLWPrBc91zY+dpzt1rP2cpoakUveYWHSs8W028Ook1JsukHkZT3n+lhcIyE8j/e4pIyhcsQlR+FLVMxwxg38f+MmJEIhCIDIWOfIaayyhGEaZYZxJi1EFrTnU1+CK216Ocas7s1kCFXndj3nCmYiq8wMF3JK5cpI/QWx5tPUJtWiHGElKYZODzqiVrGdiKLpFeiS0tE2bFaqHVlhdnXbBdq5ZXYmnHFV2QwLnVrfQgDZ6EpLeePBWdUaS2o7nxMFMceh6BRE62Hbj7OYJ0aTEdyzffBdKpghj3s6YRIzzyIRc8QdEhE6JjiBJocIhI45YlniRQKM9SJnjZUt42xfoQxNupZldkdv2vVVKLDF2HJezOOs5QYb8z2QJyqtBZ6VpipJoJeTeGnlEmdLXdeD9KxhWK/rKe6xut1Mxi/mVB3Unt56dle/uCsfFd7bHXc2LyW2Gq2ntsU8q84C213OvPWZaZ3Kgh/YVNOqVkEZkbfRaIcGNedgMUTymXX9jDDrc0cGneHCcfIjREZI4IgBQ4YA5AhRAk8lEBrhCWXDviukDGU20Kpn/UHbo9F+h1tvZF7miS+iSLtt3mFEvlHwbC+Ksoj6+w8VC3pVGF5FyuNWddF2q62SzS6b42l53W5hXTu92AZ0OHVj7Z50qsfWw43eFHSBhJH9vp/57bpaGVuss+pUeLS19YgCP7Y96/XKjaTn/I7UOYfIkVGcMWeZdUCcKRRALu6xQDMlHDDQzHBB5Ig7IMYMMGKy4DuBHASC1AJ6JaljJvTIJrWdS+oDOyuu2OvABQ9snTOVufC5NGrUWw3MKoW8F+l28kzaCDK2YcILXYNd300WgkqpJr2z3cUh3CUt2yLr48MOowZ7ftY2zxp/SshowB+J05X5tTwmouHW+r5Zrro6zcuTZ6zNcq3ysBL1zrd1r+vphDhLdKIcofSYA0EeM37oDGDKWa4UWEbKIOPOEBEYAZIcgANGKXgEJDIBmWNcdD1NZac2SBgWqpW42ayXo5L2yYhuAwrloi0syOp53m7qTjdfZd0u5wE7tpxJngRmtccgGJO1hVHyfNCVpLiIPNoj1ot1ef300MjmqTyX+Upcs97m6LaBcixC24iTqFC+ZGl0cgILp1ZnW1vYznFveMtIkdkyF1mQ96FUFL7nGItCYZ0QzPnSR2sYOis5WEahtZwhY55kRIBSk0EGhMA8pwQSlUTIeVQwAebEROh7hfJojtVttZpbmPF2jNX2RjrJB8JiHIdDyYyIh/mg1S4kKodh6VhEpqGmYFtBr+/wC2ajkFSjcGIkn+ZjfvP0zBuaZ89sPXfGzGzY+kD+bH1lllS33+3z+u7x4clLhzY7C0vDQd7xt9Fyjom/qVq9hRRAgp94ecGXPvrgF8imxCWiA26tJk7CZ0w5K8FPPOBIFgnBSSRCyUKGgAwjPweWx91QKquQsNiT3IFQXqjIq4+UTrXWixN5pVm0p6Un43LUF4Wzmrtk7Iy2RRYGhvmdQuns9j0/aQ93GmZxcKjXrm+ocHC90uvWavWj3VI1TIfmG36LjZwYqV1Y2txO7VIfx8zo83ujKh/on11fSbLqnu7Geo6NpYjyBEzoMXKu5TGZMXBayqAlOEt5wMBlFhgQc8Az4siJGUQUxLTlhM4hEXPIHCEhZ7liVrEM05wEegy6zGVWcRG4CqhkfSFwo15QS5O5DYElOaWVWugO1MAbOZOFoZJ9HSjjOos6+bkOdd5brS6d3hQqLiXL1QmpeF3G1bHmKXzaZ82d9Pj8+aeGXhFnSw2Noem9NOEKsuTLsawzUM5WZ2cotW3m+zIuha7fNe2Uh5kh8kOPU8IBuSeQI/cEkfJLwiEvcMGIPEu+sJY4EnFkwIBzYEjAkfGcc+38uAzWoech931eq2amX1gcrQZGJfE7VBRz0QhwnPUOtWaa7czBNtgIq1HR7/M0i0qGd4YW+9Nxo7Zn3C85UCNs+1A298CVTnf94enJ8iCbvExOrrjB6Wzx8ZPO3L60p7F9Yg+PlFi6cGK+WSyZanGlL/Kxrd7U4NYq2R3+dKnCrGChxRj7vmTMCetiQblSmSvyGkuF5KA8RGk1uqTrHDmyDpCBC5AzJwJUipG1jkklYsxd0XIhKKMmAVFSW1jrcN3c+p9TG5l2wo+Xw8YrbFbeXkpGm6EXlqPAA4hcdwVjt9lL+7odGawURal6erG5NmnKQZKs9qYqJ1fmZqbap0+7tb678srB8dtGu6W3jW+9ZnA6jrIC24j2vmwLmQ1dKpQ3ZjnxCrDeZtwJu55sSGmgrSOGjPt9ozHvEfdKvGcTTQR9GXlkGDhA4EKA04IRc4gZWQKdOs6Roe8njLEo0YyYdT5CZcV4hIO4ZoIas1tzc07yoH4uk1PGM7w/fKwvYuVhnKe842HdBOciJhqzgampoeLIs0MLfPmVD8Z+0mx4I6JVNzbL14YrZwvF8mJlsLM8WFs71JCveuZDbv1uHSYsEnFn6szGZq00eDJUgyobOd6u9nhWXuGiZvp8PSDFeWhJOaaj3KEvM9IgwDkLxIUGYQGF48Za4BzIMfv/K9IgMQyxz6zhOTItKBSpCZphZGPBO1E9xpbYrZoDbbHSLY1pxVc3Tm8+wytdE1neHwDiAL2oj1GFKxFPhC7pmvSkWqkNl3yrg46cfX75bJIsberzF4q4tVkyOwb6m9uPb7/tqpPL564dn3j5qAq8wpxdSflkf7mZbPaKy51zgZeMQK3PQSSJUULKEjpPOGZ0qZMHpHPUAGAJ0UkLwlOOMWfJEkqfwHKDZJEYETmHHiFJYIZ73GtyboOuJxgTSJ2JlX7ZZ2NbzrWWh818w+moP1pfSsLGCuV615Mir8b9biTaQg71JkV4NFiJzfByfMf3+6M92ePc1M6V97C5ieD5eK1a1v32YKn95tJLrezsVDAyLg/l8fTJM392+qUd9/SmddB3GyNhi6FuTa/6rX5194lEDa9h3DLIK6vF9aKW1TVtGRcmJ8bCjiA/AwNCGC9xHlnLCT1S/02egAiGkJhjkjkCdJKbvKdcTsKPJZluUwXrFHl+Lc+WOgNnPQ85NOK1wk6/Ussl56emD0wNtXxMBqHecP54bc1jr9mSr0y9YqkabZXzxXYalMY2Dq/QkdXb4eCSXh94Td5eOP5wt3BuwCa3D3zwGnvV89v2jXg3D33/45G/ucF3Te2ON+eOD6oeqzc3nuCNCdurtbu6nxZgwSOTLlgXAAeMmNE91Do3ypNGq5ysUcA9T+aOESBHhp5gnpREjBl0PNOcM3IWkHkJZeQHBc/5EoX12t1OK5zlm5Gzfh+8MxuFLXureTEO+fTwQtq27vhFm2ns5RdMzM4tNfzmY6eHwzNZoTNcrzYKAyXak8ajA260WW2cnJja34toc6Lb5odZ9Y/e/ivbHnz/tjt+/sBN9cFw8I2Tr3j7UMXlNWqJtaQCqt3zM34+ExxFL5wK2nnFWCpphzKOuBWhJ6zzOONccBcyRix3GpSVTgIBkSNlFRIxdBJE2SpGeU4m5xlH3e8YzQVGWG97SVdeNgIujbYF7UiMJo3Fh2TVDFYvN/1SyQ1MR8cirvxuv9U2CyO+t576rO6XBt4wAPlJr3Y5huSONll9sgprx1iA4Y740hsOLJzz1Pq7Rj578H/c/LmNK2750buCi446GAjK1anqLFL3XNFYyYqVoiDpl8sdanfIn3MqX7AWpQZRLBkrATAFYohcw3+rHxOYo3XAmLGaERCRMCWjscnRCM1Qy+kjRErYxFMmKHUELsj+RLYRd3BZ0EZx/frppreSaG+lcui69dJMKsuDR6aNbjc9ng/WskANVUwxpG77kBeY7JbPz9nlyX0vvvrJ8ebGejjEDuKZ1pYCq3obx77sP/0Xz6TefSf/dHbt0PhtO0b3XPP4i8fGrmCPnBmvBSeufCmWPednQam80Pc0+COrFdnyUHMfmeKiTdawgssySAlBagQN5AiddOhcLhwnFKAZMeyZomOOSw8FVvBc6ENBsEbJw3o+kDTHitrHvyLZ8NVgbfdUc/dQj4esb2yvvcCquIqLE42tI0PSF/WZbj2JtTeiqyIOC9W6lCf244hipze/XFqWW4Yi4Z/w3A5VXIxeKowMXPPB1bP7Ps5PfnRpfe7eu+8jv7O5WfEfWm1uGa0vbHuu3zOgNpXve75Ks8wt6k6Hao5ZazTYTkposZeFgnmYO0tWEFpExjk5QI5gEckiA0HodcFKpwFY3uNGK9/kWuRB1sXeSCVI08LkY17WFP1+/DNcTpqb6EJdHJ17dKs40Cm6cbNr0VBkDIE83u9PtZNQrPa7YaQyOuSPmm0bYw02l1S3Gr+D6dnLltOHy75fOxn0++W1zX/a88LAcHjyqaHbzunveMm+c0dWVMZXSzB9Htoy0zuX8kUbdeod8J0wYh2ANaUzGpnyjJGkfZKGCLzcyiDl4BgJS+Acck3INQJD1kNAMN3cMxEjx0UfMq+Xpy6zjXY/EaMn5s+MHvSIeztKSs0m0M+pPzpRot4ZtWeuubl098NHXbmlRFxcV3vP9s/3TT45HKwsD6XlUTZ0utz1m0bR+cr6wU1YeyycDkpPJSfSs+cXhrMrln4xVH3hhbf+z/dN/+/LPrineVQOjJRI1uDMhbCZLbRTZfsZYdDtBizwGCt7mEAOxB1xi85JL3WZdpKcsC5HbQVzzoHwkFtGRKRQgOXWBT6mpIc6KICDwCgNPF1c31VenOyOHMfFfLSXFDTP4p5ZAuftyOIzTWkv/WqrdoNaLaxVWKKHZAuOyai3/9gVddAvXH0i3jKT5X29bd/G3DY/nLz+y72tSnS/Kr45Wjy0ulWIhD1jmz/dnvPbek3+g9tqj/4yr165erYYymPpjlP7hz8/pGybTOBRp+r1pOhFjiLOGWkIC61KX9pAk99nlrG4x5CYj7mnFXOeYwYloCHuBHMMpC8FBDLw3IrzGDBgEmSrh5l3Lm8l0eFOUnrzhikp5Bdy54XMidK+0s5W9aAonvevuEKOX/qyXaI6lCXM7KmNBNvXHscipHqoXRmIlnevbZZE5iv4QcbXRvfs++p3ljrX9W7cmc5vLLxsYLPYLb0ymZp8aWTnvpHWQytXv/uaW44FE/qUW7+nOuBn6UCaWjGqWuFkj0QgVH3AafQwZe2aslnsuhqkD31eBgRlnANnnGNcOGBCMLLOWozIcxqEcmh5ybeOmyRIXG1jos95PrJIg6o9Vl9fCUg7tNthMH6ime+oKX0yeuu2jw//yqNYy/qqvNlO3CrrVczI9EsN4y3Vcun2Pdu9+rCpb1HPXPVUMXzFA285P5qYA99N1npxJMNSrZtsbN8ysZtmL9z7pl97XD97f3n3/PxHP9KrbDkRD7YGztHxcjpNfRrsZdTvQaVJwg/a1rHMeWB98GTWd77lFiXkpdwiWMORaYmBMgikpXXoGEoZgO8qBEXJg5C5QIoR1iolBT+gUrlUmjpIUz2f95kYqi0N7Y+n+PRae2Vu3/6XFrOZjx9lz82ffvrs1gP98y/HCd7JhWMLrf7GsGMLhfhsD7erSfvkGIPH4msmjx7fc2Jh/B9/e4R/8qNTF+06Exb3/2plXkby679zfG1POWxuRH/jjfQKmd1eMZKGrNcfb7GkQy0rB7MajAayBo3tNRZVeViWTe17TlrGmPG7yjhngIwBUmlinbVgHDgQRETMZDaGLPIsA+Q11YyzblCoN3tP7x09IW39Idwcq6ypRhs32OmTt1e+Wzz6umTk5Je9iuMno8nSxWv36ULxxR0v/tbZZ+/bb6956JL5+YnlY5euV3tT59FkweIeXlj+ZHOoFn/1jkuX/6i38W133YVXL4QX75byXGw5nZ54ck+0c0Nkl63venCmZO7nS41d2Dy+suDXlrK+yLkSratn2zshs5REpBuup+PMEgMpDBr0iXSxLRQHdIDoZ76WjhyCIDAZy30nLGTkgEVxmkCA2q0lstg5MRdt1jpteOXjA5NzPYrxF+f55uPlxtB9+2UPKbm1NaeXXv21wlDpaL897/17dXZYiDiaj3Gq6aw0745Pzzx/+eAvLvYOv+EXUWfmu7dciV85d99dZ+Bh6LaXvNr/rW9kfQ+m8dlhPjzvdtd2zVa6nWmcvGe4WygVeXpZJgLqKSy3s4ewMjMSZboAzluHMFZ+NqD7zKBFYZlQHRCOGAHkTINC5hhziIIVehQoHQhtQh3m5Edt7VD4oZ9Qp8BFcTGSfjdnE70gTHr9QBawMfGtaS+yF4S8Arpzk2uDxadU1Kmp+Hhcq7312Tkz8PKZ+Tfc21rrX3bmdE2+cp72BPrmJ2989JE9B/84Kt4o7qmY4uYluf31rwy0vNKF9q5ZN3XyTc/MXLp7X/PkU42nGoXKohVBc9H3RuLTUWby9aKWnDXL5Y6ExHh+5ngbnWXA4o5vDaAA0IgGQBjLCBhjQEwzEh7rk+8L7VLJUyFQ5tbTiJ7o2mqnnstKp+HHlSd2s2MTsPXsckV08njX0wJODrUnT9SOH/CnC7e+EDXG9r14KBvyx+Mj3xtqjC99v3PRY+vLeTEr//BTLxy3I3134Eh0+urhHTc+3xvuvXtCzC7sPXVb73vDfsvMPTMEWdSOD7XSxfs/8MZT4nF/ZHmJQXWtp/dm+pHi3Fgg2xop8aoZqOZgz4jpFSdrTU9bbhLQljsykoUtQmDkmAPBFUdQSJxZ48eUKK19FhVVj7JaHkyFNY+P1GtmTC8ur2e93XzX6sBeo39xOrhyYMQuFjav7O4fGLfTrLpx1cR7hzork+4nrLx1ZWL94g+cizfvmbS/Gu+8+TevaTauaF+37W9G8VVXrbP3Pfnw8Az8YTIQf23zsWvthZ2nHi62zrzjpurNk+elJ3dxc+n5v/P+4ecve0VlV7jjwNicMA1jvYooDywvO9uv+G2l2WiUhUUxX/Vxs2iI87hAsUAhIME2kyw0JsaAAwlygMAJwzgh2Y1Jh6rUZKZOynq9sbxfwGJjRm5sD5KNytZT3V4cOY8vHyyur73s8Wy20XC5Clx4ZuyyWevrTtVRrT08v8qmXyTw75x5+AuPqQd25zO3U3pyMpn5aQX+4C0HPnHpKwOAZ14897JvZMHPr6pOffp1L3v6wYFnb9EbKasHU4+Nrd/02ofnnpUzBwe30uYzxZl8fDVCs65yxpN4oNujAbchK7yv0rAXJhx0BKWWLraRK+Y8Y6Jc5p4wCgLrDOMWGGKR52CFDzbzvRRlwgQx8slHCZRG5Rm315+9/Hint8cd/Nne5ZHb5g6fCxdESY1swGTphdEtl/j/HnDZb0DYGPvFRtI4+LnJ4o5g8WUX/eMVK2zolW7g8AH9038AePjlrc4kzP3sXLc8+sgzdz6798FGPv7Yh7438uKu6crPl0sjept61N8xOBF2jh+6frDIYXGm3dTRgBpcPKt1aGAIN5qVjMsSmZ6RLidPC6/PSCh0QqPnLDGLnCPvOY7EmeWaIXpUUhSkxbZDRyADi8nkHA+TMg9sbnYuUIlt6Z+54lBRkFTr1e2ngly2uGjG4Wo45MuB/shjtz2+BiMDtb4X/TLZnBh57dqDL//W9j33b14U/fX7f+9XvnZnEQAAfnHimn/LP3gJPNCvfuJ4yPsH9OLLV88Ub1hb2X53Ze6qhdqN3/dmt081P/HlR8VrHmChWXIKsy6r6NXUBZshn2yblZjQ913mFPh9pzx0NkSyOXId5SS4NcS4p1BzR2gZc44LTp0Ae6xn0MblfjFSVna9sC8A0nrO21VgwwvGPbbd7nvwhu6GeHqMuepcOdyo6PQSztcO7ZipnIgT0601TjfjtcprfvseUZxQ5YV8JfCWvalheAcAAHz9fvrKmaa7f+nJr/zbvx7LG+dKJ64urj/FeXx2Y9CdGjm603++YfDAo7/948oNe76zvT0zH403zb5n0wuDGYt4tbq2mSZ1bX3qpaQdWs7RAAusQBROGkXMQ0uOIBXMCQQLZCRZoSVzihdzQ5HuZElYt4qxzHnKj8M+kip4EbdFvUqHiztnykPJzJb1WLWy8WNq/82fu9Y7MtTNr09Wg/bqXOF3v/T2+vaj6y/qkeGPfYJefqGS/OWIDwAAcO+GOHj71WNPtQ+tRv+6//GdN5hvVXd/j42Un/vucPN8+L4vXHLaRXJo957WyMnGM3evQN1jA1s6vWdLA+tLVNBpcS3jXORCq6Dtg+ih48QCNbwUW+DO9oExQZosgqDcgQKGIKx1TIDyEmE7YeS0TzJLlx1aHtgsbvZAqHKry1Wez0wEQWk0WewGJjpVfCn20iubbFt0Q5i9eYf6wUqraqeqT6h7/KXdK9MHb3564Ojm6c3bC+d6/3wpAAB8Jnh6PvzKO3/5LLs+S8PHbr/3yc//XrD5wsiT3gmoW/c4W7n4NNnpQ+d2/hJ+WXrQRpXXfo9Hj5wy0PW7qlZguOZrSS0PnWEphaACjNqWCVgFDYIseNpKzJjzHChGIC1ZroEckAB/4jyAy0PDgQcUt7gTiRpYUWW3XKkdLRb/6vgXNCaVSrVxdLmSF7Rv5ero2H/BuP0XNtA+MblLnukVf/UT+97YeWZ+eP5cZhZ/3CDVfNPNJ3afuBQgDdf/LL71pcL8xHemJvZd2Oc3xQ2fPzL5xZOV/lHoC91p8Ju7zyzU8saLFz+/6GW7/aufUzvxPz5CtzyaXjRL25+daLqOS6tdaftO5knZJ+PA9v2+sYwxQyTRkVSakDAXCMQsCCLLLCCQkHaBA6dcIvXcsG76wtussazMvS7vk7hy6vv+tWf98EwV5l4sXzEBbH1GXLazj/m2J6vXHPcv3nXfrxbvCdjLyzOvmf7cXdXDP6Tx3uYl/vu2wJmnrgT4RasD8p4z4UX+9tt2PHbPb771dRuvS7c+8av375xs75wx289et+f0i69/+sLJUquyPJWUFo+9/IpTvZkTH2qPLLwKfvFm/PehanhC50MpcLRGuyqNrPDMeMwzHrh+OcFUEycKrUESEj2tSOooBRJAFknYMiWWO5eFPWHXiy2NiQDhS9aVXr5RPrUxlp4d3OxkS/XVRpDM+4EeeMVzp6vbwqcs/GL3xcdOXHq+0OlseSxzh+/5zLWvWfz1bz801Rj5tadnOqUvfeqPP/b3U/aSp2/uDO/5s3tbxw98Zu26jcYzZ7P02X3HdMMVRbP+uYG1KB7YBVu+N92dHn0e+kO1lzcfuyb/o5N/Eyx5L8aMLTCk0rKpbJSml400sAo6bGlpA2g7mYPmAI5Ic2FBMOMAfMUTEAaMAGaYsGScdlFgYvILeawgM/3MKstCk/ilxnpNwDlm9GXQk61jpWB6Mrh7+nwmxK4r02InX0uxcxg3PzZlzn7x5kc/uTC8WRm3ydlnftC55a3w1sd/djtLZ9+76R/hz53R3/jO2plR0U+9wk0zFwq6XyiPLIxcVLj9t8a3ba6durHKzj+ZV161M8+jaxqfLX7+2o2hnee17K2185xFUWtIreeBH4YmV3kI2vDUFZ0mJLJCSmSMY9+hNswxRmA4oiUSLNcZSZBOkpZeX0GlETOTW2Vdl0vb2Ry6t+2NFXYVjhH2Cq1Fth7XLn5e7Zja3fnpJov34KbrBrJ85TOLbGtv8jbhFif2XvFb7vnlD9hBWFr7yA9mto6Pi+eDFx6b/uLSmaEH4No3/NVPnzoln/N6PXugdonOF6qOHa+PwyO8MVTfuvVHT8y/Ki4tr3z02nOD8yfdGZdDyauvVwfiLikQXGudo2AMgbBgOPOQDDJANA6EtEies0iMCwdASMSEZaHyIq6EUx2lc7NouHN5bvw8kbKxcXJg1m36a5Ojw+NbVOHCqRMLtJ7JuYkbBvZ7Qf3P1ofqi7CHH7kr+o/f/tDVu/5EzZyeTf9a7A3i1g44XDrRHW2X7r+ks+099/2kd8ty1afu9z5dvyk5uPW8Tud/8tTuLar2XH9pdnPtzPVr554/3XE1XX7E2/u6/Xd545thcb0tdHiq628NM7kFbD3pJ4nyY2sZSzNUjmvtHIPMEjKkzBA4wxyZ/64fSo7EGAWK6Q5YlQPn9YIfFJgzMmTEYcfk4LZaMNZaVVVVKO4r6M1gy9CGFGL82vG/WVy99Atjd/zuaxZc8XCv3aj/808fvfeKH10/uv3huetu0l866aBdpHf9zqdKa+bpsj7/0uPdZ01QOx97f7nZ3jNZKzeujiemPxjcJgrh5MBbS3vUpe/Y19pyqvzAdWbnLy785ItHjzYvEm5LT8zF/kYemkrbyXVfMhC870JHfskKL5SagDkiG0ttwUMFQIyQAycgYIILEj2KMOXW+WSwh2HPWA+17PtbznSG4sLYHNb7FwL0gqs7K3FtkYfFrccOXLTrrV/WS3/eP/Bv21lWe2wnvTR8dv4qqu07eeya/2rui34027nqunTipo8tvHjFG5/8svzzv6/xQG08V4x3nVXB/TuCWhFw9qalD0zdu3rs1HDhk4Xa3I/Ua2ST79u8p1ON+8Mwx6/tmEKrHJT6pc6yrvSa4KIW8HIvR66poPuClIWK6ToGDDqSgGkitBTk6AAFOQcOGeTOCY+8uGCJcd9gxRMyjJMA173cUjq86naMBSYfDc4e8uve0O3xNV7j4f/4689GNdrDPl1eH5Fzrxz71NnDx9yxPz33pS2fvdbGP3tmLOs/3nifeMefNHa98TeP/vzMR8+G1RPJ2o1BoPY8X5y+ZPWSK5fGO197YXpo8uB+dXj4xZdeXCmxpyrVtR93knNPyI99cGP+8kVYjooF2Mfb7IrEaxRYmTi6rhIOnNexaZ5LxRONHqLhaIEjgYccU2DCIWq0hAyLnFkZt5iwJuw4iU4MpTmJ0RlT3gzLm/6ul4YCj3vdcODo6HLt0gXYrh7bwhJ/MtmgZHnL8Q+1vjcwZ4r4F3NfgzUr6viu0/cW9VtGh39Q2fM2gC++B358+h+iax7esninG/56eAmObn3gkcuP/85HJ9OlW7zvHMxrxwyNyfrjcSmrenbpbfFtX/x54dnfaL/3fe945rnxvUdkXlwp9+vHedA1IDhPy10kY5jA0obPBdokyMFyZtExzZiJcgJiwggNQhMJxT3eV9gPIO1VUuapvGiNTbtCdKFakFQsSTPfmmazq7Cw79Ewyx+5Ze9b/mHPTeeKNHc6WVafo+FFffV87x1D+xQP5lZO3P/g8sd+5Gaj3xvxAUDA9w59ezDdduSh3//4r33if8HberXXPBfvgAvTBw7+77Ve3CRx5Nzvwa7pY+4/37qFme4Nm2Zz+NXw7/f//bvFhf0cOrKU7qKZrOBbkcXSWFgPhZbMQQF8yw1a7jQjIisZBWBZDuBpL2eGWcUJsYC+IhN2BE8iwwqMh0NBq9UkW2oPp421qbbI/bw/ODPU12GwEtbHj6UoXxsdCM9mZ9QM3fBEfMmtv9E94D9rr97luR2qcf+RbrKF9k/svhN+djN89qnHPvTZqVtlZep3Xy5edfPfPnr5+Dt/9ht3bf3p6KU/OdsU+dsWjl5+56b46iAdufE8JZc88ffuzMLaHbfDJ4O1mYWX6sqfH2qF1c3KiQLvKVcS2jAPEkWVNkZdZNwTTU5WEDjyLWpiwBwhEKAjiBNgeQ5VwVOJvMiYUCH0z51a2/CziBWWs45ZjH2/5JujE41CUK2mg7D08gP7BuVYO7s4VDeO8/+jX2X+bHpEX3vTzbms3nDk+b978MLIBm2p6JV/+v0/Vf/0QH/Hr3x8/NCB/df++cd3nIW/sFt78fzrhj/ADj8x50dKFP/hoPrxIV2Mt//R7RdtOdaSX5XPPLA6Ax+7IptP40vU8lqyobd1t7HpaqfKpcqNTbuQCd4OXMdhCchFZFFyFCiYJUbAGThHgAxBS8CizEdbPWp00HPt2GjPLzu7xgqj7VVW04wsipH19pbpE5rbOrkm7ll45UvVpp347B++ofYR1yhGR19/98LQkDx7yfBIdI4dOQGf/djG65O5O7+xeFwNvXbb1ZNrf9ecfntHr+fPDX1rV3375B9NvTN7vrsKB86eps57t13zma/eNjun3zDVml8f7l35+zf8yb/te9/sZ/DK/7PPnMvLnUaRztdX2VqhnKssqAY91cp8Jq3QsscQQBqnQXLU3GqAQve/Z1gAUpVyp7Ccu8jJcN1NqnydyzgTzNdZzEpuhRUXS2q6lwyk1BoOz8YwMDjPy3J1Mn4Z275t6DtTm0fe/q/j5fGPnt1WY//76+/72z1sgcdLJTq3Zfbv7m+OPPbuz+w8+sOj++77d7ft7PTYruDmR69/VWDveuHMJf95wzq1G8vnP/SPN79j29+euPKc7ZWWXv6TMC79FC558zef87YNybmXv9Tek/dq6+s9Cbnpl11sjPMqeZr0PGCkACONCMYZRA/IIGgBlogAMCQtjKccYM06kXl5BC6JldABuEoTGHdIljLPS4dMsmUu5L3Rdod5Jc26I1HQrVV3vuqx95c+OWJeuHK+Zw6f+f63Dx4ce/zha04+v46rQabXPszW/t3d8e/R/sbX3r9457/F248PX3VVev7uc+PXP92L7fFb57vxcv36/7fL/M2jP2edLMi9xctPXUYbbyj+n/c9Xvj6Pl296IeT2azwUzue1dPhzjHJp7rtfl4kS4CW57redoEFYcgS+c4ysAhgAbgWxImBAQIU1jkyhmVC864HHjdsk0yZdbnz88BM4ka6vSM2B/lCwIKoXjrmdbZ0N64c/k77gd+H3wPIJrcffviWE3/2qaHDj75wwa+ML0z4l518SX7gMvOJt97fCAM+Ndr92tKn2qUf77lv6PjuueUf8uuaTXSbW8Yqp0ZvbZ25+/6xQbPn1Ot/vAtk9U3/tDF66xS9+EvoqJduPb5QzAZnwk3vKJNriGzFZsCTotJF53Is5gCJcAwZOGWsKyUMHLe+BmYFMc0kEHH0hJOaW5aL4dTv+ujbrI1Ug3apGyIF219iITTjUPW9SAbNIo+Msjg29YKYuunm5ehS+PnAse+85mtf+Na7hz6575l/O7D5hsWf7dv+aP18Y+fLDl0YvzvYOn9L/9Xv333sZcN/zd5bya/91a+WPzw0sjjRfY36RfetJ35ajgaGjw7vWz6vrn30yLZ9m1sWeqUrL/mPmdH1S9gzZ0cXEPKJuW61Exl0vXI7JBNqlQ22Qp0F4ESPM0AVaCTikiWcHHJQgsA5LpyfIPMpTDxrIfK7LBXlKPdt7HuGbamOpYxHL+WumxfMUqdUKtiV/IaOiwularU3GZkHPv/1SwFeefA7ybbzn559+qftTvuaR9bzVPevuPis+8wzB27ObviNg8d//62HDg/PDfzJb1VK35r7j9Zn7t15c3/LAb/88Beysef3s4mLd1Y6zb1Jz6Zvvzm+/gvX/OL3Pza13v4NXc1ObYRnfFmWflJus8AxohZaX/ocRJtrW/ZJJFJYl/sOGQrLUuQcDLMcjGPCQ1JWYhlZoilExlMufC8HND3pDYYFlnSSntJ+Ye+Jxqoux4nMo6A7tBkGIt0c3MsHbKVz/a0AAHdd2NoZeX3NNr53vNC7+a/kfr3x7Pvr7fLWzZkz5TOXBKfqFx1+cLf4g+v7v7NZydcG28cvLlRxYeanJ57f3HDn16NC540Pb3/arjf2194/+te/Pv3Qz55Zq+8cWp/4qhpqeZOHelG4wGUl6XLFcxs6oR34aZhIloPjnnEgnAWWcyKGjllgvsiRCMgR4wUn4wHPOucLZrwws3lgQPbXl1KbS1mj4ILfzzN/0ZJYPIrJZB57Yw15aWPLgPfQV+FRADgULlRvVncfy39iPr7jo1uHhrbt+cTB9z776Fe+/CZIor1H5IT/rK/efv3dz9zwjpe90P7ijn1rR+aX48G719/dnTrqbn3z5trPdl3ov+UNe36Sj3YeWzn75NzlZTO3uPD5xWpTdp62vrcRhaZHwwXhD2wjl0dg3EDiVEaEOrFkcuNISWLSWSQuIVUW0FrkJJyq2ZbIhjYZUD9i4OHoiks2UtGPbS7Q2K5fWel5jc5iLXfYjV+odicb2ZavHXQwNxz/SXdoB1TYHvvVpes/ORidWq9cc8M3p1OeHWRv+bdfXToW/dqDzH/m8E3zb330m7Pemcd7l9P4gyNLo4/W8vHV+4s/f/6OpcEL+wr5fKG28ePFvaUrD/utSz7xwGbrxbedbpuBtsr6mU7BL/SwsZYkwDzdc1HW8dEgkgsVQ0ZhioTgvDzIHQJnoDhoMhyI54C+GPLSjq5vkKokSUOLVPa5iorAlMvNpIen6oV+L3HbL+za2CRe7U4OppBH8wf2LptKcexx787Xf/H4cv2YhWRFjfNd3fU/Liwfumap85PduDUt3X3zvwyuvubJ67oRfmHxGzP10807/cGT39Bvs0PPrG+/0C68tLsMzdlxIWFp/FWP/AfAH93ypyt/8LGJ6tjK1HO3f6+593mtWSWLV2RpeahnAxk3UwsMdXV9cBWZZ8AIw8kgAYVZkDOhiQSB8a0j7kBIuxoqyFscfGW8LAdMGrlPOhMgUl4+IyKME1utznkLniukMaR8TbgWbjzgQRIc2XnnS8cPmBtWnr3wnr954MSxoG82f5i8abx43VdXN+q7i5/K7rv07PYjWw4tjje+4077a6OlL79xm3r5/z1RcQvn1+ruxdqzQy+7/B+G7/i3qXjp/+4A+N4/w3+sJfnLf6D6BwZ+JLb0iuPH2bonEZXfBOcSIxyQ037GmpG1liwaZhAcA9CkUChCUtwGllmwwBg4mZQVMsOMZNC3AzH0eVEohywtFk8MIMhmx+oFL7jI7bSlDbhsdKxEDRquiosuv/aaGx8untkyd8dvPPpIAfxfPlU/d+Sd57cuffrzf3xOpTfcctk3L/+j9jft4PnVquhcOP7sbC9O0tnHz/90Ou3jB6ZWHtly+RX7r135fPWlVrbzb8ZvnAa4AHp78Wf4wJDhneD0yEZCptwWshIPAJVMLVRODEqwVdeWBTRGOSvJYAwIyBCdyx0BE8QtV4wcWSyUerbctHaoS+iEyBmWVhkNrgbCibSebUlWMS2102FXGkxmzcTYam9azVUnjg30TWF6bR2umz/26ic3TrRe8+7CXwSyd9tj8/t+vfqEfOp0Hd9Pt//2/mp6yR3n7roCSsce/+QPfvbvD5zvf+49S/t8au6kc2d05bIP3bf3/+VHksk72peVxJvhwfEdp/73+tHWKxbGj9bSuas2oDMy18Gq17ZNqUSNtf2yaeYm6NrQeqLvg82F9hjLTSHnmWeIA1lCRsIQ93LLRN+PVgzILjmJVjmdrA7xgmHFpNfnVX2MW2+UlLfWbvbVlh3to4Wrs97W1VPFvW+Z6K6wV73xxde+6aJ9z0Dlxvb3o+i+uz747Jvju173yPoHJl6Pe9Oxl7195M13nH/u4YNXzdPfvamz/7bGm3ZPb4zv2rJr74F/ZoUb9j/zx4++tbr9DdeMHRBrnTcBnD57dE6vjF60CXNbPV5pJdrbCAc7qmBUxfK9cSsgJzwmUhFRnvUpz3LJmUVkXkp5kDMU1kiBFkh63FrAKnfg5WGrnFjPSRvI9aLFPGxVqDtWHc474ZkBeVrFuxqPlFCV23hxvdKfvVDyx6Xnxp7gr1DbnoZu8Cn2pbXi43/zF6+YWP/u5YPqY2jeVf3GUwAv1ie+3rv6Iuj+yljp7PXPPvV+WZp93+3Vqclqb2rl3pXSEt8io0OvOP/GsPDFv2yHN8HkX8UPt9O0PZNO9XwVDfQHZOKeLmeBE5QH9aFDgXEshSbKIPfzQuI3uSRDzLNBizkQQnSYAHL/fTFKSExiJoRnah0TGa8uNrMgjAqsNj2AbG5lVrY6pdXzDLP1B4cGNSRD1dP9qr9xxcjkyMyZ5oHteyF4ZHj74KsP9xa72+/6r6HfmP+VfX/SLt/R//zp1Td99G33XTzx87cP6h/aIi1Mjr1x4zdO5k9/eOz9l/vHCneGvz80WX/rzqbRtz1xzc6Bp//xP4cO/kxN3zloz1w4pWC6nTe7eTpRs50l2vBAMYiXW4sOGBjImCcArGrZFiNlyNjA73jSolXaE85Y5ghBcA+4cHwEFKTaS3xrN7EuVRpkPOlVvSFSS810ecT34tT1Ao37Zmmq32wf35KeGm6WB3r7PycGD4Xe1Qt5n5mLD47D3JOPvgde8/3q6NBFj108WjlxwzOH7lLs9Q9mz1z9e/dE4+fuCb9w/f0BzP7eRwpPf/vef3pocPvTl7/xx/yYiV/cMdr4HMB1/zv5m/GL80fCS4LDsR5ZjDf7Q2jzhjc6o1v1pNSs9BRCCSmRgUVTSAmYSIOM8dZ/W11hc8HAIDhBzIABJ3JvXfo2JNZNyrk1BMpLFFvNrJrq+E1K1WrsR/Ls+LJmbSkSPZSv9gb86uGJG6ub6ppW6z13P3rJ4srjq8NHfn3pdZfvP3QkubT62Eu7k4NvyCea54dOXPnSz/Uvl351nv8GNEP4TdgN8EeL8vN/X73xquob7iv92rJvi2/+8fbnfnf80EF46eld9XZ3uTN2Orro/K7OoDBp28WbE2I9x9SU2v45iHNkXBSzNufEnLCM+dI656UIIB0HawWBgNACCisNEwZkv+8bVxtvk4Q42Sx062teCL7fSdo2m1jkhvdTf81PNlXeE3p+Me5uWbl47bH5flx7fmL3T678dOexV195Pngs+ekfPXH5zJ5za7vu6O0Rt4F/EG782srE/uKX73hbDX4C8Mk7mzcDQD7wWvOyK39j+f610ZHBtXj/7MPb5Gx1+9lpePqdX3zyAn3b7hztruw621ucoHCjkS6OmAuq5m/tZ7KvhAvzntCJQFLCouXWZC73wkQYJwRLotBohpYcMoukwYogMywCJ9cdNy7LwamISomDII2a0wssDcPUrAR+X+CWOd7t+J61Y+eLRzEq/85fDF3cGRwoX/X53XcfZAN7H54N/u4rK/LSVwPsWp4CAICn9p8MYOpdU2f/Z+1GgI/8d9rrw8cu+hf2g/rtzcMfile3D7iNM6w7MDQEEE08upQcuqy7/d63rDxCza2rO7qNWaFmXXlws560SrRZKguZGuUASNY2M5KIvNzH/z5YMRwCljoAzzo/d4wbAsIwzkw53sgC4o4xlVVh61JzeGH/cVbTJkrrq87EUTeWnWHajG023L8QvOIZ49Vl8L8OPXzn02O1zv6xT1369cLtW742+LmnvvkJAIA3/vl3N3981/Zd935p/G1pLVpaCH78zh3u9fD/x1J4ya1wF3T+0YS7uvePbz9w1Sv6McCj3/Syyn/ycgxNlUMx2Xc4Y2G32GJU4+uR7ca5KIdhNu+UAB7jGrg4wZB0YVN4zkUdyTPfkZUWCKyjEHJEgUkBuzlIbaSQvN+wXeVCBs2gUzwT9lLO/I1Cs7lZzEYXq10BRbVr+zNqz+rm9rn/GCid3xut7Ox++qazxZ3nKt/7Dzi7AwAAXveV7d992eO5d5np/OSVyU/efeZCOFX+4YEfRN67AQDgue+Lx+On6rO3DHZ/uvDEW49t/9UKxADwhevutguhNny9lDNrBo8KNrgUBXXV2yxmQQ9pZDkzrVAaH61R5HGdScoB+1BImEslOA+tFea/58pkOHPIOKAEyyUx9HSnXC6yBRjxa96WoDTGxEQmyje32rWL4c3XFduqUQiGDv4ijppGnw+Xrcbi2sbxhfl/nuqExcP/+pm7Xx/Co49+Z7F3TfYvJ3MdXbZPv+r49PrHljM+d6r4W9cv/OJD194D8M5vhs/+5ze/XVY/PrR1+ievxl+/7qUSAACwEbO2pdHWyfkkF9ByrmgECZQ6b6S87jOzWrA6X93oGxKBs56zxICRx712SRlg2umESWfJkmOAznEkxoknNKC0KYg4xFovHef1gqus5bVqnFmT48hG2YwNT5q7O7ZevGxtrFdqlTfkpaWXqcXVjVPZU8n1bM9TUyLvfBU+/ZPbnpCF60df2a2ZN+24sdBMV/7r91/3uurff/yrD7+2eX3NSwev+fYZKH8sXT9ROTS3/9vHfvAn0aPBRWYWAAAeGz5XH2pVL/WoShJeAUz3aEFpaaoX9YrslJVpniTaWhEIqkltnbEARBY4+B3LAAsMhALiBABCCIZGOvRpckEMbURJGGaQ41BmO2M8GZlbyaK6ypSXxzuXaRu9FC1uHVs7v6V3yRMifcUCTifH3fBcZG9detmp8wOnRhtPT41f8TA9dVf5nUd2vXSopcef3ViJ7LUUnm4Vt1W/N3ud7al2sbf/jdfwj8ztjH/a0387yi58tnDiovc8pAffCwD0zw+erG+vLSylQTS23j/TkDOjzSHqFxek195+jHsiywKTVjc96YBnYIbXddEkzDHJyZFDYbjSnAFZBiLnDMhKJRxvcZUNlZYY80FtLy6UA0XpjLAeqG7YK2bNmfZwZ7S2XumYmKt9eXGfSOb7afOWn9WCc93HDmaTVL/tu/3dr3nTI5c0L7TGfrnwnxedSbZGN2y0H492333ujY9/FZZfvFBNi/e/93PXjV7DYeBtux/3Xjrx7wO/9uPsxam1L2y+/HUAMP/ccvEt93cHBql7LorXzuqiC+uRZq3UpEQnKK2uWetMY2NioxtUNwPoLzBqQwi5n2dCaIeGgpQz1I4RGOEcGqlBMNNn0MfNoR6TPds86+WMqRaK6Q3bx9xizFq8bWZTrdU1i/nyYsBPjC1FcIt5wp3J5WR3fnd3fvH93cn3fgRe9rViuxXf+Kbm+++947aHz2w//PzYiSY8HLxwfOJDzzztbWw+kZ7M792y43tP/M9LP31u784Pv2ul+MHvL89c/0An+QPzmWfGVo4Wp5L+WWbnCWm0Ptd6qlzmeaA9m0KlvVpWtuMErYFP817gMeO7nvEtKkIVKp+MSBiRixO0GGhuUEjUzDFkTKewkS3nXVrJmpu2v1aibLbneTYXa4pPgEjCAELvWB/zMBZDxmQjk7jzty9Ny8sL5774c/zmVxYGHsEnb/iB//ArX/qiLX7/n4788eeff+L8QLpy+UT4rU9///4T1whvP5z87Fv27u8tLgcXBW//8Esffmfw4sQPj1+bfm/tYPcffv/74tpZzfaApXRiwHcGuRiqOL8jgoGwV2i0hWi2mRN93gh97jGQsXQuYl1WqARMZoIjM7klgpQTYGaIETPEsMjzWqKrTQE00rMYL+NApx9mtbYMe1tOydjvsaSUlBMl+qWhThIU6yP9x834QLrj+lPZxtV7V47ufcT9j8bWJ/5w7ne+/fbzbz/7jZ5b/KvDo4eC9zz3dO6212bHh59fvXHHt07ccEP2Fz9YeOIPf7z24KUf+uq+Rx/+DnzwVHTjjr/df+yxb7/18ye+/iv/uicAYbPiYqiKTdkONmUtjixFq9lCKGQTPV8pU9P9MGwy8o2imPstcGSQSIJywgE6BLCcOYsCiKFjObkWUxKyBLtpgS8awqjeydczlSSHJ0F1+MiV/ZItVIOpgs780YI6cuUoK2+i+8Gx1rFP/+u79vzLxrvuP23vc3/wXvVM69CLu8KPbPvxdw7Mtn/Rn77k45cVsqqYzF9ytfC+/r0vW3ryV2Bg7dJDZ9w7Lt7x2+9a7Xdec/nO2ev/+t8+eeLR3veraqk5FAWVdlyx1255vdjN2DqDgbZrOM0CEHFia+VMeTKvDzApapLnFZ8AOWEgjONCcksAgMS8kACRAWKBNNNV9JY5Md/WEsarZbjQ1n4FW3owAWAy4WXmV9ZXuOBmcJ/onysvh5hO7GrmLXfbcsezD+NlX33Xzb/+4y/tObmlsLm048X97774sunR4s0L4VMDKyPRoTS/FR9+fPdrv/WHLwcAgL/6kPexRfvE8B3Rb5/aCX+6/T9mJkYnRp7I2Mqe5zGo6/BQyfDtc5BRYW9n+Pxsdz2sUlvZspK+xw2ua1YHxHZOJUwykokE58hz3KISxAwhehYcInFhym0feuWlQld6mjiJrE2C29jasNiWSH6kd6306jyLhjcZFBvpyob/iq/mshR7/umLX73nR8vvuSfgK3//uVt+2eis7lfVhDa8+567orTrrPiXlSt2P9f01jeDPZ/qrrz7+mtvOvzm234TAHTd7h+xQ4cG3/XnUwsPzZzOs2566OwKlM1zKw258+jGjufGrp5fLFTbyzVWtH1dSDcCZcEIoDwWWTDQ6UReBwpJuamLTessAPf7DAmElzjHgWvGLXNgMaiG64obKyw0NuzOpOXAZyonL2CuMmdH01HW7wd9VtXrMthPp151hIpz6JvBi7e/sPHLl/+ftj740UO4NPSdS8pXHVi7MOvHA9ff7VU7dvPSq16o/IypJL3oqXO/+625i7bo6bd84sM/+cAjNwMAvHjP8TfMsJedfcfn7q+1F5Od4xvL5WwlWGrHo1Jh060MdVzF79Jg7fLlh1LXzWueSQupcMxav+snQgqJGUFLNFY0Y7agNEjnLBcapeZWM+IOiTGhu770Y88KkUUi59I5SAMB0gja8Hhbra82HXPcufFK/8JydEQVWHFj1pdSFtNt3bG9B//1Qfbad/kf/RCb+LX3juZTe0/8V8Me+vDkbVcdzvJqy9tonXfs8XDqwPA7zs9uOX/AnwCANpjGL6q/V/vYO+D9b7r0+LS68uYTbTc2Nx/uNoUwm5NrTNWY6rc6i5v9tJCYwaG+ciILPABwnBtguq3iXld5el55vgaNkvvSE2AQiYEVQgD3BKHvB1qxLOxzLiyTe0/kxQ0xYPoeeCIijguZpKIlN9JlrIsF16wV61ccXtzWlhPpi7XaB18B33xa7Prx7xZ+odajV/1lMtrbMG9YWG796ul//sS/jYycGQxm+S3ntvS7h4YLpY3gFRt/AgBwU+0O8ZVbnvP/8CKA1+qXnR590wPPnXPR3F0/Gzg/NrS48/HS1MMDr/kut4siHAJa61TbCphsT7llgFhnkiJP5bljutDljrglwaSy0iHpMCfLHeMCMnSMceNnZcXHS7WSU6k5YTw16CnGA22DIIaVqFSKoyDnpcryWglj84qrhv3ZA+MLFDez9uXdr/4P9+U38pn3fani3VvrPja6O/eD3cfHdk7QjR/+JEtMDYL9t3oanzl25taXn+yVT2U/BAB4+x/WL2xfe/6R6Pj/gT+N2jtx1zPqVgu7/nXQr5w9vfTs6lVH+rUHtHFv25qfm13s9hf6kW82yQWWU1MMCd4D4ZjvuRbjwBmhdiRtqrQhxax04ChXjtAxzntcBfxC3u8ij72QUW9Tu4SlGBkznwMMBI11W47naNuoG8oKVx44uWfH/LG+TK/f9r/+6WPV4X/6g489JcfOb/3QY3/+Sr74y9cmd/3mzQc63xg8dGqfHzzdYs8/M/2Nl1c22je+74HR5f1bWq8FABgI84du+h98S+G+Jx93W3p/uqOwy3516/Wt6eXiQrhplq59amTk0I7tgwcujF40nGwWRsr1POZb5cqSDauNvK+62IJCWOo3BFoGjnncGsMERUhEACAQAYVDFAETeW4HNpBBFkdNlwtR6GOhrpu6Gw+7laHUJz/nWT+eSJabwcw923/1Sze78spY64cAbxgbqbP7rxz5yffeBie/O/JpfcvJWi93/kZyJH0r7+/4N1zl+bYvRvcuNeLWbd7G2o+uL/755a//xU0DF1/s3/dfvj+cvLH8iV1nunfBcrSloSefu61b10Fj6Uh6h3vjs0f2FRabTA1XNvtjXWvry8zhkKmfcYEeds5LexT2OYHf44FCkCkBy5AhSkKQDBA4WNGWtYtOJSnnvBvhmp8hWARnegbjLE9Db1NGWOm043q1yky+MDy/l4InV/dcbmtB+ONbS9FI7VfWR7730UvhxYdeM7r6wMFHLt+z6ztvz56b+vgTV4zvXd6+3L9o2xcuWW1OlW6dPnzfs/Mzd1SWb7pr6OXQvWT5Hd88+uTjd/nLBQVnzsr60caRa44EPjTXGpP1Z8JvtsT8RvHc0FJJbHgUrInUFWprKlt1BR1nYdH50A4ccUmB1cI6w8iBIyTHwfMNOSLPICORvtj3HJeSZ0Zqr2ILiR80WOi3B+fXDBKuLbTjaiPONldyI/TBMK32Cvl8OC5ev/6ewfOL5ofz6eoHhz4xc8klMzdM32hvgN6vtdgm6ZddquUre/Hokz8ZO7utFN++d/fExKv8u8Zv/cqhdzqAd9w5EVe/E9ZPYbFzDGbe9ar5axOufKWFVL3MRl7tyv5yfiKdKrgcVHZm/JJCsdPzOqYnFNourXb64HyPnDXOMktEkQceSo4lYLn0CBwqJBGOVc+3SAoKlDV8eFNudys6jdZ9jEWVWqpIxRVroq5r9zeH/eY+mC9tBBjvW2jxp7fv3v355d1588i7+ic/e8c2dceDFz8/63tR8v7/4iut5U5x+8oCVHqtrHdn87nt+/zq0rPb8rEttxz8+h//6DU/+H+N37qjk5l5e8vh+3uv3vNH1Z++/dDPButJr1dYtX7a2e7taE+s+kvNqbRc8vnCKmqX80Bz3i0E0AhQY6qJc22RoZehtIYbRBdoNLTBBQgwFoRa71dYCwOVVcqrWlNbN7aejs73B+PZlRpr8KS7iCxNykEqxrbXZgJ/YcEcSMWRhh2ojwBc8bmxo0+nZxt/eODs6244VzlXWv3prledm53vno9Wdx9+e/OlpX3r7/78/LnWtT8zExO/2Rm5dNxvf2nn4Crc4W1cu/Lkh797xj8yl2j4IJSPzp/6yOIv7Nu+UWnSYxP56pgobDmVLngr/XBFMLfhy4HUodaeSxJ5gUKWM8ykzJDbSANjKbNITGcSkTNwHDQJElE/SHu5jwOZTKVOi6onMrlUyVUwrD2R93cuh7rX5vbAL/NC+LQKGp2tI+vJJiXig9/s/OmB4zHc+6n+l9/+hm0tmCt2Dv36EbZ0T7q2hEqf/632I0vPjT1R/sv+WL/6Yunko7ds/Gbr3Nnlh7yHrvvpe55+Kl9v/uzqvY2/ODu51L7zA3/3+js/P3zvK4piZef5tz/KRp5w+Wb6LC/04/3qSJh5TemlPm5EjZYlIlK8XefMRCIjzMNEM9tlVhIYYBYsEUhhHHLHckoCcmnaCiT0A1HqlW1uyv4I611Qztj4xEBLu60on6+Xs1m08nzeeMoW0qFB+qsqP1fsXjr/qe6Tav+W820+c/Tupb9aF9dsXTrki9Jy/rneqRNskc9ivBZ1lkG1/WH/dVffeePU2/72+687ec3DP/zE6fPfSa+5lA6Krb/8+J5Ln2nymmqnM8WB77VG5ht2o2KovrncOZMNe5W0GhdkNysUnRWySCXAGEtcdkhLH/LUAYBDwxkiB0VEYLWTZK2Ic7dKCMr0G+1OpNtyo6q7kBZlEtWaroq9Q0m8cx22ZXi07OzQ7hfc8/HKdIk/drBMLHqxxo7//ndemnnVdbu/+uMXIdrnn0yKIhl89MpT3df5Qxf0pejPLxXWq/sPPbbn7760/ejR7+27/9HPDL7yf973lb8qvPMnf7Hw+UuekK/5+eNm18bnP5zIqMXs7MWqkzup9i6uCQhJiN5iJMBLdR+h4INMQl5V2s80FNhGsWgsG27mAFYA1wR+aox04DjELRIOxWYIndhaQl/AeJNbpjcY5l6r4vm91N9MlZsqrYmB+pVnF+u5Wz+85Zy3Wp7zZ94yN5iteH6hdsVz/3BuM1z/yiWy9H28+SeTx+TQjqX9Cbv4bDuOhp7dvrm4bcEsluYuvezBztlbDtfjP3nzpad3vKkF9X+NRu5kyfOfeO9nr63l9x10z255rJ+d+oMzh85uVlPpbc7HfJEYq1ghE98RFVgv5L2KSmnRZQhU7EX1prOGwtBTEDiSqFgOHjkuEyqmDIlbBj4OVIfKPtBSv8V5nUqhNKG/3fgF2dUC6gM9tUfAQFk2amtr5GG5z9fK7aF7zdr6VkFbh2amd132iv03nppNL4TXbl46PfTg/GZnppUsBZPnwvlh79z2YOz2fSe2HOTJZa14snHg0fTrG39BA7DvOjXwz6f/+KLHbn3X8OQz/bm/662vhBf9zYlDtrCrWo52tsu2oIUHm6mzNQGFbbxdCjrJGZbnivwokM2sueEShazf7hoKkQwBR0x9g31CpYCIGOPBIBnGpV8hr9RVWRZJ5dXhQmTa3Xq5GGIQq5cKl5+Yy/pz28o1dcHLLwnPs1cWB2cKy9eNjY1KkK9unDh25qWndbF4dvXFA93P6mk2R+tnn+azfDTHszt2Nm559bZYRS9F39171xW0/5Izk9Nri8Cyf5/8+LtGH3x2cH/JPbT2D63zNRr+r8PeZvNCsb+wsNGrdKuBgnAkwMLAyJjuON5UYIlRmYeB1egLzkS1jI4XkHUFIYJB8jJfofCZAA5gsREbpwFXAxhSzUqmnD9UPQPVTeb1o05BExvvODuu9s+mz22v9YO3fbu21F4pJO9ez8y2737r7qmr+kelaT344sUjY6WzFx9J1oZXj5ZwJqolXum07O+V5ds+23nl1lHXiyf/GbIB9qaFJ9aXJr/5v57/sw+/x30E7r7lve+/Z/2R9pv18d67uw/Fze7C1RtaRHqhn1+9ULrk4W4WJmlQ0/X1trWT7S6GLXQja8xwIcJNz3M9ATokz+YGGdcAhMCink+Ux7n2GUthzSR8aICJjpIWR0u1UslODnLFwPW5mMCBrRV51ZkVtm2gOKlPv6Sa+aX5lgdo18Glf7zqY2/y6pBMzs3clEVXTdbONDeqUJiwcX1PobrlovwVe1b23QoVcThx+dIvf+p1F+fjLy9isb/tR6/Z/8k3XHg1/GVJ/On/Wm5fXblPDw995bulZy8MTYKp5nojrA0ubq6cq0/c6qeykMN8bSCeqHrDURrJCgaal2Les67bB+uFEXLGgMh6zHLOrXGZRc8HlmERrGNCMCUKWvfdsNrcuvVItrO92hvHeVnqbSkuOm0aiVwOWref6l16uFdbH5pWT198Z/9Y8wd/Z2NUeuWHpbg1vX9o1pwdah3du9SLlifW4rUds/0yT6GQ60bj9vyhltjWrfJ8y+PKrps7//mvz8++o7F8dPmKHX/2mwNfDmbGW8Elj2+6sXgtPhlvNCyj/vRaNzx4GEjYjHh5eCb1+1l9TYAq6FSILHART/pOqsDP/IJyieFowVcOfUVCIQOvC8w6YUNbUUGQWZS42RTnN7ldtHwLdZh20cnTvaQVzXa6A93Sc7z/vK6vU594JL7zi7Xfgs+cufau4u3NwQsdsb0zszh3YXWxpmq6uzVznVfP78gncGSfaZcXXnr0EbeZnRzxDh5cHuT5O+9/6sb86LnTP/ySxNXXyydP6cH9ptxo7n5z3D60Xto6+dYhTOKp4j4WHPJi7a3nQzVshqrZs3Njg9p0ywCM+3muumFQ8A3prM80WAuWVCZ431gNFMRaCmFQRSbPGin3lKOyCTvhUjfzHK0O9LhpieK6rQ2uEHobRoezvISNejt46oZ3XviVn6qxHy595UOv++Xy8mCzXV9MWHNGNGH7/eVi19MJezY7MdktFzNT7bFk5mz+v+7deGGus9c1xLGHnv5s5h278eK10/N3VD/Qvf+oXq0MbDxxw97jF/UgWX/Lg7izGXjunPCZn4XFVb9oazkOFufaKS4h57KteLdAziSe5s0i79XTTBlVUDzOMEjrKsgFMMEkcgy8JATHSrYXCxXliTJBLmE4nC2LZel4edN5spRkhazsBPYgEkHsFxYuj6687UN33XT462ea3rG37Lwn5g++cq3dL8+PdnOzVApEPnnKq1LKixD21y4+/KrKudPb8MX3pAMLuWt3zps/+G349gNP7+69/NIHvrN7bpfLmq2xtA0Tx+44olZevRIfMzvDo9tPznhWbu2vwAhM0EmZ++e5qvU5Fxvoc1/5WmvgOmImA2CGAq05IUfH475lnIHgCfPiitcwXBkImc0UF1JU4sA6SUvW8KgbYzhiuJcq45qGD9ooz/OumLzsii+LgR+e+rIZCD7g3UP3yikRjPTPh7XBrdhQKyw4lwWFsdennSvPJ+nc0PGfnexNvHfbI8fY7PzAgV6x8K3mj+8NllpHv/m+71yxkrjKeDTMksl4TvbvvKPyzbnjW8NHnwvXYSjkZZPbZDVOWha7MCpCk5FKRkaHy4OFOMpN7BXSHg0Wa2XGmQjL1mKhAj3wpRTU61hGqfE1N8ZQt2/a5FV8XwxUqKXWach54CWyQoLrXLh+Z2MjdT3sFExYviwotu7Hn4529rz475u/o728ZEAGhfxMtTXwsqmxht4+XG22HtbyoauKwqsnG3124p+WVu1P4vypw7Xh8b+o3j5+3h393D+cn/yrjz14zcHpfc95Q8uzcld6+kF+U7/z8FYZxGjaBNDas6tqc3sqaya9Db+mpsAnqRPo2C4MBYnqI9jNbq8pyaJuV8LYJp4Y9HydZw4FVp2yUe6sFyVgTMQjC2qw4/GezWVSEoq4X2y2SqYQt/Y0m6bSLQmF0fUqnJnb5t+7Y0t3+eDh0a3Z2aTMuoX1eT3dgLKaP+oq49hb0fX+1tPj6uxkr1Astq88U53ddxJOy+tG370X4C+ffe3HPpnnJ962pNQX33zMjfTuiXcdFVfn7ZuerpUfnhXGW+oUVMxEZhllXIyfyst+Zd5GWR4Us5LSkHGeO8scmrDHwLc6Z1Hk+sBcue8pLXKhGaDHswB97Gae9ZjLidumUu0QB0a2SovV8QKmJnLUi49u5GOE7V5w85yhePzT//PY0PC2q35jS7n7/N0beYTi3DmnVmcXX8z7O8fsamND1GteR1pXsrzaLWzP9iXO3Bntm55/8twmqFgevuo76792++h/nf/WbbWL88Kxt145rk4euKp2/5nV+ed7Kx2qUh9MGPOyXwijoM139LMlhollWV+v9JIuUFLixEOP8QIqB8S4VW2Kct2BtgFyzgprJQcDHCnqBjmPrBe0g24wdUSubnclG28stXwaKJHeqHeCul5wg176pfi54V7vsaUri7/U7cuP+avzkKyriJXVpsur+fJawTTCxReVt7xaXi7uenxoI71QVb1q3rRivTk0dPOXrzffuHVLEP/ixcJPnpxdPL3rzwd77PTYV2/q5YPdwOfCWxgazb0l6SEK19OtwtLAZpBEx70MHBoKwSivLblO2ZrxkXHnOsS0CFLL+wTki+K6CHrAAZkiqHAsFcKKHmSIIreWErSrI1Cfdy05u5xWRTGBKGhkBerPVofkxnsa461C2grmxeHmWXZ6zaSj/mp3eblTDGhyO64b1tGUF1dEd6gcyLUHY4hv3l947uyzSbEiwl8ZKHxv/fdnj9X68UP1nXpxG159zTv+0m3bu3k8v+wf/6zW/ELv+PmZi1GfOJdCcZqPOj1Qb1EmAqGjmlKWha5pejYRoU7DkEun08TYUCDXllUMAEtT22XQZ8yBEE5VE2I59YTMrM3SUINUsiNsqWPWzemSLLuJTrIMfpgClpZGluqjPy30Np5djumc68/6TbbzxM7exnDj/Bu+V14M5/xVnZSL2ZwYnrbeugi88kHQs8+NiTsfmmDv+rP5q6aChzfknxarSx//xugfveb41Cs/dU2198PxifqZ+d8xv2hve7B5moWbR7uRLE+11rA879eWe2GxDzRamOlGxrmgNODxFZNOzeRDKzlwtNYQc4HVaNq1VDEmlZeTcaxokFGsPM19EzHKCoHXKHVTz/rgyzwXjgqK9SSPdDXIhHJOyNk8H0/5K+v7P3zpj70LV75+guJLp5gb2zw7+FxyaBC9TjuNd7LzTZ7HO4aCUfDruN7avGO8E27LxIMju99+vViF6o4fPvUx/Y4f7X8wu7hz202jh5cGk3Oli1j77JjNLo1qY/RMvb1mWLu7hDJY87i/ogFw0zkMJds1zDusNFY+I0JvYkgGXAhWrMcERQl+y4CQATcGSbIkVywOkxwQnQPld1XWjsLUmg0p4koUAE+gWGE6La+rur2yFupae4qwWTjvP5E/m8e7XXCtET+ulctQ9aaz4vWttUa1IfjRc5V6Oh71snDFYG9RrjZOi8smLYYLF/2R+6zaOb0dvnZLu3HnE/t+cM+5//jbzx0rDUywTDb/9cH2C8nVpQPu1Eytp4eyExeIOjlyz4Z1VFmrw/Q0A1jtdMN5luH2isw6beccQEQJArMWPIuesMZogV45coIzzyOuek2riHTZ92DB8L7n+wUyUeg7hnmepn4Q8/X1Uxracxe/dKw0cm0+s21tSOLRtTwPC2LjrAoxP7UunwmiizoraEyFr5fOYr/VtRtctNqyvXx+YWBPGa8b/XLaekBo+9ra9/f7S695odc+n021PvLw5ELA1Jp64Znn9Bua51c7QVflo9PcTuagKS81NGSaG+T+ibQ2lfgTKXBZgKVcZIQ9o0llRaUxzaNu7KT+/9T0ZrGfZcd5WC3nnLv89v/We/c0Z4YzQ1IkJQ13mZIj0ZItyY4cAc6COIoTJ29+COAgDmAjQZwECGJkAyIHipEHS0igRIkTQpAsUQENSZQoDhdxOMPpYc/09N7//f/b7r1nqao8NPN6H87DPaiq7/vqO1VFmmBF0uCFcFKwWerBGVIoBgKzjdYjC72FmvpVIViILxiWtnOQz4dSfez9/YefvAhf/N7mWx+G+uEX7mz2Jk+m/O7W/Hqtv3hms3cXd/bPpptg7UV5+dEVu9l+l9/98KKlhx97+/+5/uX/bP4X+eO/d+Unf+Nnv/z53/9LR9PJ3/hS/xTmd8J8Z7V88egvPrz04j97f/bCv/TgG/6Lv04dtJ6P6Naq63kuazccGK14d3Iy38Qrh8dSSW6op2IIRBkJAIHFuNookFEGGqzNjSPkKYpvW+140es8JzBQcA5DmI3ylK/vV1N7tnxpkT75yyEuH7yxU6rzZijjc3Hl7vdeibvb490XFg9nU+x3Ro8UmzxaTX/MT+n0/rvkvji1RbK9vdd/dfjSf/Jrnz1avzLU//jWTvjSL7+y+JuTPK/eW3yi6XY/Phq+9ZWjnl6YNr8BP/7+nVdjOpBtGsXHh7LbDuDXLx2tmsv9iuVoieultEhesxYldECARVlISYdctdNgoQkYrHWFk+zZOA6bMNTQEc6yUrvyUmAES9Bqv+zmw/Y0tnuvnY/szrUpXq0ev7337OWVv2s7LEf7tX7/5Sfzs5sfeavhvT/++JsvnKzL7e2MVnE7b23PPvhr79556WR0/Mr1r/9Xv7b77/3H/+xzP/933/jHXxhuvXv0Z7f/EMbXHsNoQ/kMrriTj7/5qW9Pz3bWzz7+lszZ1refwOQhhTzza6rO0JcKGsNNfQFmiOYLWuXXZr6AqnNFyHetEI3rNAA1Yex9qibbXkRknzz6BaIzPGfbY7WsfQ7VcLgTNxXItd+5fwLt33r4c5N3z9tXy9dPnvRbxWHWt6ejSp5Vh+/E4+ErL93dXMRypdl1y9Q0jVvttQe/8/bBzb9yHb72zRd+6Z1HT37m2id+L7wy/+72s6vfhDTL6XE6+vMYjrfXS9p8tXo/3RnuHDZ3WwPXDycr72c5Wb/d5GXjN9Cl8zjw0mVoTBhNQ161ZMJFwwTakXHlGVzpwPeUrK6KbEar8t6zzXC8MDLYPd7SSW+25brI/Oql+ebFV8rVmaf20fW98jT9Fz+68+BZ98KXx6OLcx09PqVn23fWO0+DW+09hH278ucnNl23cilzvn+vHF25pv7p2b7rr/7sT88/lz/yn/5PX7vb/PaV//zdi9M3f/DO/Mm3rqzPfmHHN+1xbhJ+/hPd9lHzkRsHvopr7idw6fCmJL18vb4+ur31y4FxKlPXxwprG6YsioSEqKwZHKCPGyeFvRHSpiecKgi3nU9qWgcczEhcESoN+a0dnNTADOBu00nEBLOH40/cc3j6d/6Hn3nvM7979Vvzyfajf7zRj9zv62HfHeKHq7dv/8L/dgRCr30LJ7K+VfrJDu4+mq0/cedqCPBvffnR3q2j/vjn//7f+I/+9b/w9ps/N6Vv/FmOo73q3vBKZRtezW7Mfv/SaU/+xjO04wnfOPGn3cFquHSpi6eQNJrHFx5mHbdRw7qAkAdXEoWOxhtAmeCQAbAyQGateqxaij4OixRV2kpER7LRMFRVaTiWBnkwjTedTI6F848efB0/0X3ofPn2rQfb148mb+qPPB4O4pCeqrx06Z0rb7e5ddM1jtaTpUy2+6O+fDC5wdf7q/cuuvCkOv3513fu//idn3rjv/5Hw2+997Fbx4d75U7zzs5hvL67Wk2vnF15dnD7q++/fK8hpGGEQ3/10d7Aa98x45X+hD3qBcJCMlibJMTtqGMvUG2cy8lLgFRZKMUMqAk6SDFXFYsDLgyqRIU5yjC4iqotF8Lu8ro9WOqhHu+e9DlYWftX8+jJ7sk38ul83+GDW4dPvDxr7Nqt9JY+vvX2RJMbgHG79PVmG+9eqytb1l/47mx3IzDsyAvDbfmR3/83v/fwH/3Jd+995qDe8e9u8mNZhqlsD39RDu4+2396i3eXeyuKBY73xuVB89QmNEyt7ZZDAQw46cIqNVgGgRQ5dGyUjOvsiwdRKl7NqDiLOirFAKs2zk6aflzajc+u8zws1gyEmriiZvVSd+G2einG4hbD9kPTza1wIs2f2+04OV8P+UtfT1eO6mc4+djXxqvp6cU+lJFcOtmMPv0nJWzZnLdJvf3Ze/msn8Xp6N2/8tK4nP4rb33vq5Ow/88PZp95+0/bRSPvX36KIznIlx68fv5Nh3Lj2/7qZqBBxWYXEFDi6Ho57yNtWvSSfKrAqO4ENTmDOmeASqJzwoJmSEaDr6yIS4zYIA513ktF5+soxgxuqMBDVxaVysnogLZpNetmHdPVtq+O9/Olupvly/fs1vsfdAddwyfuBHZu3JudjaZHTy7jsxv+OE3T/NV3PnP8xuSlO3udr/HHvnHzB9UxH7xa/sdf//7vrG41v1k1v6zuQw/ff7G5+/GvnC42r7367tP992b1xdzL2eBnJ5DqYgksBxfWM9U6bRHNEqdAKAY4cuuSqyFUEVSdKHsUJTQwl5R8kbr3RbFyaKPCZMNk1SOQE4RivunNz+DCJyTvVqP91aZdvvY+TDHxzmTnynLxg6dn7WGY4M4TgtzGULtytntep9IE3prZAEEnVV7P3d7x6tbml39w5+Kj/+Lmpd2/funJ/7q4uPfp2SvH31ldv/PqNw5v2kmpui/6d8JaHtfTUJ+sBwqFJn4dt85b3fvtNCttfWoBtBQmMW8ZWIhFxbtEpYmk6gzI0KuKy4YVFY5CxhG72DYunYkVY2K0yrUxk/QbGFUjkBPcPizNaB9f2z3d/kLoTy2//ZVn/WUHsluVkZicxQSpcyfQg21t2tSWq93t6OBJffNjk83l+nEl36RLx5//W8Pf/9Tj7x/eqf8d/4ff0ZePF99/8vS2O6Cy0nsXF6aLl221fB+HerEZN3tcCjdNs/EGQw0DK1dFoSo5iZl5YqRiBq44pQiFOYMWQ7VCBGpFLatHqrMzrEQQFXLtt6QA2pYaGKokOPCa0UWb2M36/f6guYhTuHG/ufzACDcH79mlNN+sRjfvYEJJu/VFV+8UW9numufx6vuTH+/fItlMRzc3l2dH/fq1f3X3vzz5qUf/90+vhm6bLpW3b634mt375Oidrbv48CMo58DbWjVwHUlX+xfd1bIxPzmfDBvnVc1SuyGPDXcDtT16Ne5rzGhFxyUZenNFBeqBqggAxRFk9mUUzGoAwpRDxVVV+cmYKz3HVIq042LTvVf2HrwNrw4Pru3v7ub9ADSZNX6+uHQxqMvhg5m1we+dCU9mbSypsL95092R/hvvdrMWSl/9qvvNH5zu/eIn/5drO/g3/w79gb/x6ZfdxWU/eTHW06ff1BHit7txbHI9veYAZaXXz0dq8/PS0uYkaz1FI9OhHuqmSHeewEmNSM5aJh890CaZ0wFNmDkCZDSw4KhymkPcCGwGJ4Alpn6QkrrTVa8NrSU4l4zRPTm53DTn/QEGXe2dP32LzVfuvapvpqvL8OzkJC+nO2WxP68x+e5Ws5mWtXbXb04okNTzjx/89qPdV9svvnZy6xs/+ak/fvjA0/hS9XjVLfdl3rSTbtE/moy6QevLZ6PltM1wIMM4XJS1B6mN69xRFczN2DUE3qPHACUjVt6hmVIPiuILU4qkpoBOmRgtkraAXHIpMFsHzgp+6hCRU3Wx7I4rnpIb3eyT5Kune+5kSCdu95XNkRSiBiQeY6P0g6YaXTE7vx8OWuEUL9zTarJwWS+f9HQ5XIzmi3//8pODH3nz8+k3fuWrp+c7b61fvfHCnW867SQ9WyVZP3398UWnmwM3ObnfzmgzuPTk6pN5mUqAYQ07t0fdZsMeZKOiRAiAns2ymgL2gyiHQMSZoAlQHDln2TIoZHMglQkQmq3Hg07z/CSyl4y1b/YObwwn2/r2+Vp1CbOX0+r6arHWN4vwi289HKGP2JSZ6u1vxMlRQWtcelqdxap1XHDVxjDIlsz/g++8eSL/4D+cflbe+0vtu9+qL/7ocx/92ze/9/6Nd89nz6rm3ssn/dNNmM6f7J3vn310TTEktUvLx3qqRadbmHP7cONBnQtd3tm4YoSxYqmzSUy1VmWghjI6Aat7hFEppE6VKHs1mnoOYOAdSO+rRBfQ+KSxEs0ncngxD/7tdR4vGlw+PvK6fcAfjKrLuq1rTdGVenRGew/FiKqX3F7IeOoJq0mmbN0O3dwfltXj9/rx7tN//i9/7Hsn6etx/2hNv+7f8avZF14cgh+HsPtsvy+7i9iFMTxcnPeV9ySCOG38DEbn2yEePx5Gbgyr9aYGR2JBeibwGgOSCvmG/JDUmbOwMaQuQgFjMvSFPDpf8VqVnHhjNWeRsLShg9iO1v10tCUZyu719Xl9822fc93vuAhQ9p7awSFI/aHtOhkPNk5jOXgQ+2qOcHCyXPt51VzE3RsPJpPHZfJvfPSr/8E//fKzeO0ntl/D0et/Mjr9iT9/3Fx84Qd43qRb4W5//TCDLtaZuaJx/cFqF2mzIZusWKt+58KlGjqY9qErPkQsgQ2wFBQAZpLMUudCaKRm4FQRnBqSi4qkMiRVdG5UU3FSTCi40dRXXJcQShfL6GBRukOT+1wkbCXv7texPtutj0chyWHGi3SxKcvA8nhjVRmq/eXS36rWR/gX9Nkb6zAsEvzpb/34N3/t9j61/8ejn/o8XMP31/+njwN8s3vUBZW3hg91q9l0/0kcxyHRZqXNGaGFUck69kInmCCGynqI1aL06DkOUiKS88AFRNAwZjRRBQbMgGa5qEqvCK7WaousakmhKqqytykzKFyV0/F2XrDCUbxyfDLb3Hjz5pM8vXXEru7c7Yvu8lFHddaxvXIU96smHk031xKcpCcn2wqOR357Wn3uyf5dW5P8a6ffSf/N5dNbf230f31376MvdzfkxumDXXftDLe3tLR9kCUM3VrCcbczKo9wL8+3nbNzGDBHKH5WolI1qHLdAUFw0it60dyUwlVfyIk2EQgMGQXUAIEAqBrQ0WCRSdB5xmbIY/MxyNoE3ajWIIvZZQnx4rwKKctxHhFM4sn9Q/yezs+X3A2Q7rdvdbNpamS0nvuXV1P26cp4NulOD26s3t5c/cx29fP/8O99cOmfXPutv/7xP/q7T37p3d89/91H5+8P+yBPDhI1yR/9xF/No5qRgGYvzrbxk679sHZWjSZ789BlYJAQpiv0I0rbPFYkFgAqUXBAsgshEqOIxN5jAkBDZFADMAZw3tXZ9eaqmAR85ygFzwPELFbBSvNkmtyFizI6fPHe5KA7zz5qHVI36NgZF+TzGeQnkCejlk6WAeDy08P94XTx8rBK/oXwFr84/nf/u+981OXyxt7dL/ypL/X//uLRMrx43+09e7NefGAHs7f/PNwwBwf3UDu3+/h0sTmeNmZDsW4vjnrOUYZqwuMYCOvkpafsOWMgZbelUVYFQyQBgJCSIygMLAYmioJ7lpV656oUQwYjCMyI3LejZbPqGwrNcrSGfoebF5oHXg5Tj8xtW9rHWCzAti3sQIH3ubNec2kLGedcruNEugU9ffHDdu17qz/67//nj+19+HgdN2/8yBtDvtrtr+TZK9+P425xkvbv4UvrqAK2a6vUO+TdNGwvH/ltteNPcOkrn33yM7xYznolQ0xBhRI3KZOyhL5qc3ScBCvoSUkAkTg5dSDYkmQFBk/DZFWJF/WuSkyW8qTg9GxStmQB51lH1QeTbXWqXqQufrGRidRWNhrGZ+O1n/rRmdTLVdMQYYFwgJ99VD08o24xosPP3Lu7IHe72t35yvm1j4wm56/+bnzhy7jdf8xl8vqDw22eDru67Ye6Kg6W5caxg9H66iG3G831uiZRGNppt0asimrIoWfxKsSqqKih7S1kCKWY64MKKnifTUmQgiA6rkzMa0UCDMUVVOmSbobhvG463/oXZ0uru9Q8Wa1pH3CBB9BZy5tnw/jWdQjz0z0aRrHW+tLUVGhntkpON/WD7YtSfejVF2/8zvJX/unHj8+/+pXpL3326v7sGP9yefWnPqGvHt26gTD91HULZ+nUdQklnY8v7fna9bOL3Q+69cYRmxrwpPKmoup7nwwZ60y5IgEXzBnxJorUeSMcegJAALJo4gDAZawksYUBbesAoMmQ603cF3GbSS7ro4NMsM5pYqe7B9Wx0+jSlg5DwxpltOpmeXrux9vxRjZZ2cnOKucLoOKevjtbbQ+vX/3RPxxufvqPfvpP3uDNax+e/eonjm+cdtU/PPzunTuzI7i+bNxku3P9ycvHZ9GayXkID9uxOy/zTdM1kBSlIEvVMaCcWNulIGQDZaqhRMbkFBFBA0jOXEobAcwV9ZiJBcCQEvQjB8qAzgyrdE4QBg5xa+ay6Lga7KQ/auhk2x4+GDJRwACMo83Zhc33d2enZznZIOc7U37VHab5/KXr48uTPL2bXdt2+3sXf3zp3ps/OP+3/4Re39ue/N6VB+XyvcnmfY1v5TIs3i6zy9979P2j3fPIL3qc3j53xlhic84eqLShONhexhWjATHACIoECQU1qRh5GpsqgURt6woZUwKQDCoAkFEYDStPvXgGNzgFosTREZmAknOJMgZsz6S6EU/xKhw2p0IV9uMiB4+bcX0YKNFuNznnUhYjGtf3X4tPhzpwPmGZNZv6eNRUmj/0/eFLaxcPF9//lf/27/2T11+vHv+L9ct3H40vdK8d9v3IPeXHZ1erp1e2Z+w12uKiRz9MNPFYsSsQPZNiMi6NugSgQXNmFBv3ZmRAkIOApySECiQeMgCQEhoX9OMoGZ04LexCzhYsuaoUpLoX9GnGFzvOHw3zeHkTISwVJjEyFF/aTG0GByFF2rPyWs6j7ZXu3bbGk/WKX+07ijjV/as93Xjrb38Dhzv56fpzyn77Y9968P3PTr525bHeCsud1cm1m0fvmLt2tJwu7rt6M82Yephu2SxUzTnQIIroCwmR1AnDlqJTV5yqMRqaGYwlk0JhAcZcoWABBMQCiIEIVMlEnDgC51e1QER0hLnJtYP1qJKyHSebrSC1WFDZr0mctKvxoDvb/ckTpxCa8fVn78V6R3Qajjd4C96cX7NyXS+5syT0V/8AX5yPfu/Zz/z2408ePPne5GxuwpsyvtmeLT/3aO/bvex3loQ/8vXgu2F+4YVk5soANefcbooV5Pk2Q0ZzIamxQQF0hSBEA6LiTYiUsiMARcVi3lTJgEyAIDAyFhSQvozBQ2WeGSvvB3XNsE1DFeoE+3sNbyZ7FRgmVmfzIV7t8uYHQ+nq6Yk/bEIXz6rZZlnr9u37i0Y27WsvzOrFLr50f+Ou/miY6eZG1b2b922WeIg87z6Ir+Oh+7N+d3zS4U1d3n1Bhsl8hnt7l4Kfe5N+8G6jCJ79ORqTC+QrJGRgF8g7i4Ak2QRQUAWkSFQxIcyKjGYO0YOZLzlkBxlriiUknoqpwrg66cq8XEy4Kb0rUfCi3py2IlQ7SmYVnl1+2kee+Eh0aH398fYjf7rpkRBwtL7dHUN4Mvdl/drt4VOz9Ky/8eRP//JB+oPVrfH03vny5rlKeXIzreulubWN8mahy3UcDe4k9DceTix2QzVbnlsdoUwGAajME8BgCsqsWtAIlVC9AAJTJDJXENUAAFnJlAADNq4YCvdZAyL5iAWdiRqrOecSVrFib8v24P5imwYKnrII+qAudwd77+m4TzK7+ng/d401tXtEbuC0GI8P9/LiR6tbH/l/v39ztGqmd+vL7tt3a52/UX7u4p1+O819kmpRU5XvhwZKMkDlrprp3sOIe6fz3rYYOSQXVZoE6lnAI2quNmygaMCAiijKGorLikiGKGgkgCREJsYYwDHwejqwYXq+QtqpSAUZ2i24Re5QnU/jPhfHmmZLX8yxyzgaiklNLIWzTi+f0Pll9WdN8+zTd9cY57HsT/iDFz+z+Mmvfe1urR96Uvb23hg+5L7tbESTxz03R5McfTUc8LKanzS7J9uMuihHDZXWSwfBW1QozWDshmpQYwIFCoV7YXAmAGAuesWChvA89sALoaqRARqbCbrsxCDzhg06Z4CCCE6wYMgJIPdQr2GqDXChWjRoZYAGJftEsWkEwzoz8/CBGRyFcZLE77DhZupuPZbDW6G/96hM8+bU796Ht0cXd7e0d7JKuvuoLdPdzWRxXJ8FWVtPT2S7q9vjULPPbrnIGqSo43YNBgkLFZttAUSNCvoUUFGcmfhMBEBOTIkFnw+INTIjRQNyhSgXSlkR1bAoUsBEAzI34ouD2SBwpcrrTYRQTzKCSBUqxQwu2ihj7peFfE04CF2thicQq0057+LlBdxbygv1tfOjx/m9J3F+bNNHbc8n+3aaHZ2/34b1/Erf5PbSNGfsATrb6bZx+uJ1XFO0slvFXOVtOhpVrq0gW6BNaIujAuAzBASzkgU9qKFZVmZXEYEaqJoYKwKoKaILCVDNHIMoGgUxkkqFBcBUWi3E2LVtioKhqwC5EA6ziBS6aI00KhQvHZYKwIULvL5ajsLOg2bldnQvwdXx4ey+O/LXdA+/49d+O2dfjd7PxSPsH9847uigfVry4mS2Sbz/rE1V1sg3ut436zJd0SCNkhSzAMl8RF2sQnZFCdSZGYL6jM4SVlwMTKkQwPMx1ETP39QHROUEDoAFjaILhmpFvfjMgghAipRbv/UlNiDebxmyzsdrFbNxXycrAmBopOMzXJREARaPJ9sF93LDTS/cA4TmAPf47mmYHNZlDnia9s6EC+e04/vq4AN2vYEQmSuqGZo2DTVwPzBr8lj3JPOty6LFORBWK4ZUG0AfFFFNFZCNDAxBGNBMDdgADAxcqalkb0LkKFtpUgzExUN05JM4rerxxlIlwihOaLYsQAhpcmHNaDjPkkjQIZAwr/rxNKqzYk9MbClz/341cdyuZiVsz1bn2lWbbtJD3UGHBLj/AY9Gl/AZtVYGGEVS0iKXTzv1gvUm8MZH1PlqtJqsvYdCoaC0Gg0ANQJmp0SpSoqIBgphIEY1BENFMyVDMByZNoO4TK7CVDj7NO7QZRcBfDKligEyBC4FawkVrKMrirDozM/y2oNNNijVRZ6iX8tIq04BMEHdlTCm9QvJZKal4vNoBSNWCUgTmVvMnhlsINjVsL20XKXkz+o8XgYTyvtnt9Pp7Jlve2BU6dGYAkMmTUiizVBHQ0RFJXGiFhSKV1MvCKgACuBEnQAZGAbXTE6AkpL5euX7ForsQJ9MvU88VG6DbNKQRHM8177kylDITOta5dKziKHBqH10zJb8bCswu2jiQPsnvJewcQN5t772MJd2wOlhGCpl7Kvm5tLRcrmt424KW5FdfgosKFSlajgYUmoGA905rbhdzS4yTRiywSpIabKOe/PZzHwxz6lJUMSpTywYIgAwFXFiCGiAGLw37RvTkCVEIw9U2FKQXGuuMiE2Gx4CCBX2kJ2Iq6Nk2L0Ivra+s0Bzib0AwoSidzpsGxIdR67PW218m45r30O+/b5Ttarb25ayv6RtmOT5hevo0rM2tWdx17YhElaRrIo1bqBaQ5XUJ2wyUU3VWQvalwqLmBKbEKiwMrKAAQiwggcqgqakYABkpKjgkIofggmVZEJMEbRVNSP/PI+SnjEGUYaQKESKTtfGTs7JklaeCHMHKmyYt6HeAFbzi5FDv7FiQoYx5Xy1NBssdQGUarIteEYU5Lx9DDskT4P0kUaQRpkKuuJkEBebkUNXYqC274NlcQnERyJjUAcshQXFKZgqYUE0MKCsCKCICsBmBoZIhiNSUSjsgBJAYWU0D4oJGrTBjYraQADA2EqdacmtJeocIDirDEsCLhx31DaUcGejVsZeY+IqjnOucivhNNRbN4yWk+itm9RbYRGftd3UAoXHLnT9JHaeqw4rLVw0VdOWNn2ph6oeYKiXQUaNrtlScZxN28GUgJxmYjSlgiQEAojihE0RFICe8ygkMK2smAxlMBVQIiMpxcgGyRUssxZCQBaMqpZap+hxBkJ1gaLbbCUGc6dL8aa8HpEFGqaFJpLSZbzQLq/ViaKXS93lQWfDakA3vjVxSI5dYNYYneUREoJZdAGadqdWhz17aFcnS6mbSxUMwxnytvhgxm5wFAAIBdhUTYiQDIjZSJEJAYBNQBEZEKeq1Qo0JDJHxdQJ1h0gq3HYesNxpwRI1NfUdKacs3MsRRwqubiTO/USLBEnAmFf0EWG4rPlijlXoQyVX9ezi37kig6EjDnA4FPbcT1YGK/UmsVj3+OEO0vsrcz5HCauF4lO1I8hbAc0lVpz0OyVE7EgmCGpIiGIsMuusCCAIaEKg6ICMloB6mPakFEhJjRA5gaVGQ0RhwAABSBYY2gZwUrjeTaHbcGGmGOSiyCI0ttIWpw4jwqkAQcfeVwZu3HcovTrxiWZlJi7gBzKQgLpXqwC1jDejMMIz0bKmsiBC4OvRChsc1/MU73w5zGBWWHOhlS7pmRnYGKA5gwIEcHXgpmQzABMhJ9P7zD9YRzWAqDAhX30hYtjK4rgMCKwSZ2F2Ck414MBzur+ZAQDUytbQUSV2pcMobGVse92LzAMBRFcKMWF9disyaI86qjbkaFf5EBxaPMcH2Hjrt2ft9XO+hHGsZ2jsOup7UhLhWl/aSUgDkFKZTtPwTVLQwk4zIdM9hxaRnq+nKeJAMUEQ0RgBQIQA1IANkFwbMqZrAAmpFBYwRRJpM4FkEvylGkw1uxa3dDQlVEulVifzYARNZpHyeI4SxNOqUnA5Gx0wWxU915QeZZO5oUu2O+f7HgiwsU6woR8dX1zQdRnhGNiixNl0SDZdjfDGRc2K8JAtZDvaI1miAQrQyMlNTMkMDTFmIhRfYqeYkhIEQ1NjdgAAJ0KJVYEDEkLIWgBUwUYlJ63i0mLMy854giwdxAsCoIqG0ZsUFDIIGudfWFuN4BEIQ5tWFMG9pah2fS2EZgNlU0LF4WQOhgNvj09ljDte0sFnQCX6HSA6GhdwrwzEyq0dryBPkNibfoACUlZUKnu1AgYs6E5YABzGTFTRhOigkaqYBhEHQACOjWLjFrEg2PVzIbeVBUMiVTqKmXSi+IYNLWxsKhXT6g5eQUFCALOwKxDRE4bYxKXRYFZjcbKEcKK1gRBWuvjBYQoI6ezVEtTrD6bdDw1AS/ZgSUJcV0KVhGy+SSTDYELfcaiUIshGVl2mBHFMIAYFQKXKxLFAoZcnpdDIxVFJCNALM4V0JDAgJVMoY0lmBiEjMZgNjbJwbxFTdNoYk0y4qRoAD57aGBAUSMEQpfUqoxOddT52izXW5C5dWHbuAl1vVRr4LZzs+zLarJtkmhW3oVjwSa62Aw8HWS8sapoQmugn2yaLRsXRX7OhACVnFDh4ilz9mjZZxYnAGYIYGAEqPi8T0gAWlCzoUXjmlCRHXUw8UQBk0EgPjCRAWLk4LGOpmoCqBkM2Vs2kJgdskNSiWXTOm+omRtBylp0NeR6p7ZUS6Ob0ywDO9xKacwxtZuh8igIpyc4x5j74L3FaIVdUqWmVbDOJQzSEAIwsxGSM0LOVlCLZRQyK2BkYKTADIAeySgwEDqnRKqIBT0nE8SCIA6QsgAUl10mLol0pJzbwZMT0IJNArSQKy3G6ApoGITK2LYhFn8RXAIAAyRzeeMLslyk7CWdEIOgaUO9lbOsUD2gZOgm0bTte1JHk1JGalacQi4iRNNYSQm+3iKTy96AMCkIIaMQiIGFHrwwYgGTUMwMlM3MyvNiT2xmhmguqxMisALEgqYBpQCrzNLQooe+7ivNiImNyBIjik+ATihDq0UARpyzuoJOdLSByZaVOPJ4GAzHRXbCMja9MrLLFGjbZPMrnwzAO1VanE5OtcmuviBSZwHD2qwQAJoX9ImFRcg8opgKIoIRKBggFmsSGD2fHs5mZgyKaAqkSBRMhJCLghIQImQ08AVDKeQEGUCUyJB8z8oRnZrAYhsZhF3GUJxRiFYIxFvGhntHCSlXkt04kmUSmQF3xN0sDpXoaGnkdi5tlnxameSQPSVgJ8V3TRnDyTQ2nSeTAgqGTpBBiwVTMR53yCZClNAQ2AzRzFw2RgMFBjAAAFRgRBVWAlBVMijGAOYRCREBCljKgAwoqbDzoJWRliDUQDHmdWE18MKmqOoNChVGnQJWsSQQEw8ztnUuWnnR07R1xvV6gKR5KGr18PCkXEDFYL0LMbmtzfMwu2L9xm15gEBGbKGx2kJIxRwJomNTzUUJiwCygRASkCMDTwaEqKoGaAqIUtTAEJHouUpjRAAKRgas5jEpmgtDPTzHwQ1ZX8CzRDakJhcNxTyACBuxi3VRrfoAKUjdAaBDzTQSdCljdKMBTcANjp7bGq3xuUpJm2ro2tR2DmJV+1VTnZGATXJ/6UwdiOWQIIyHTqu6aDJUJHHmUIvCD8GnNxAzxB+amc2MlAUQWMHQEIlBBatEAs+XuSOhAhavAKTeuAgxZmpyESQqEpQAeEAGIecks9NcF2kpFta6AwMzAgVv1qJFhgwkXtSJepQUMrUDg/NJszmgjOokeIxw9TjOt2muW0s46QsrG3CsNVtDOqAhkAAn5yKbCThTMCOvBRDQEAUwZBJEIaOCZAQKSAiG7IqguoyEpsqIOeSxqmXwpsARGZijeZMgAqZVJQP4IsA19eB9AkjB0daAsTgLAymyODVi5sElDDkSlTqrsyAJDEhnMQHZfik5Mc9WWGU/9DZaNoyDcLtVQjNHktmMEIALu5zZCJCkkKKRKZIakIE5zMxirFgAWJAUDAhNiZzzaDGDWEECQkJQbT32hQgAVKHwiNioBnGk7IxDioBqhBy20Wlaa0MIpOYBWpCyHRd0jKDQNGh1k/MQ0QEbO6WiRp6IsBzsAffzy6Fp83kfQtWFikJrJTNKLOhHao0p4m6lhdk5ACRDJwkKmGcyT6CEXsGwFIfIKGoAIIioBmhiiIHEJQB1qoDAAIoshuKRSbWoEjAw+G3jN8KVUTZQTuTEJkPiSqlOm+Ago+uDGFRFyWPvDZ1l5EZyFDQCAkzkBEgNCA0sBFqi06pNndr+ljOm6SocrJZgI1yCcRtF24EAK80eCyuoKRtq6A0sgGU0AAAzRjYoTKCQCYBRzBgUAEjIEw3ARMLBI6gRgDIHAtOUzVFwSKzZQhwQoaiag5LJNFhRIAiwzE4FECKJM0gWJBeSaNmYUpcKTppZVjYL6tGhIwiKwSoSxTzyWhSrqAKpLaWc+h22be9AzRQhmgjEArmYYpZs2Qqo8/BDTgiI6BwbgDpmNXaKIIKE6BgBEBw64mjI4gogqBNWRI2mLFCQGVGyM5cZMlPIoGgaVIC6MCgyR2YRl3xxVIg9lCoRIWBlwiaUSHCNWqETrlAQFBZ9pxhx025CGcM4qtVdJDVeB1BfsssAhTGIK069lhR8tiwcQJ/fShYDZyL0Q2NhUiuAKoYg5tW8oKCJGIEYaSkWQAsOyuBRwNAKBkbRgp6LZQ9GzjKSQYZSiiAj+kSAaMqGviLmUhdPLhfBQaAMSUpmaUtGgIoM0EMVAKoKFUHNiMDWXoj8CTnr0KuaRxr57cUmo1PEWlgqCgYOQwJXe8impshUezSvZmhgwKCFGMxUFUTVClIBNQI1JkREZDAAIwNUFkP//2vC6nJdFKre0fM8DM81KgAANoPkC4JzIIImDtQcCgAQgplgEMZIgIxSDwjWZPQ5Q7VhBJerbeP7KhuGQLkrk40vaMoeM9erIGAAlFHRI/WIBj4ROxVRdCA1aQEugpQQURG5kKAhCSqjAikqAYIEQTUMwBBRCR1nAc6IYEqohj4HUDVrRFQrxISGFCIQJZdJEVlBkZpNHdFAEJygOWCUbMziMYMBSdODL0T8XGfIQwUuZhh1HDrvQVwdBwInolrlJosBEGBhlAq3qJ6yL4bODDgzZhY0L/acO6ABGoBTMEUAVAQEReMCyEKg5hRrqjeGGQFdBkQAABJDQ2MgVXzuwqRkrGbGBlJZBvNUzBev2ashgqpD9D0VrAqoPv+IToy07dNiMBUrE79lVVLihEC5wuS0xgqXGb3XwTcbK60UYFAHQNSuYpBaByRI7LOXQtKIkqmCEoGAZ0nk1EBZuAABkJozcSAIAGZkjp1QISQwQyqEYGhgCOAIIZN4QaAMIAAGBESQKkSUdm3ZTANU0JO5WCpJAOihyVZcF4RNjbJxVFoSFxxp7IFHQ0ERZ1Zc7+vocm0d+lJSZdIbNJFRQy8FwSgVKA6NwA1j7X32AJqBlcAUPYBaEfMqaEBsAM4MDMEMtVIAI2MzZ2is6NTCgMaAgsrqCiMIFwAWIwQFqFBVEJyjoSA4N6Avow0AuB6RDXFw4NElxKigJOSTmRpUWAhdh27w1oj1EZvBs2Wqg3TgB6vFsgPAUBJh8kUgmhGG5ERrGYrLgABAhViBghQwA4AMzKjKauYZEFBZARENEFwqbKAEikQiRi5oXScAAVUgUBRAKaLPT1YnYTyVIUNtKKWAC2CJvGKHrgqRtYCj51IJOFAfCAmLItVEyBUDk0dFqEsRICeGXTHDmF2QZuo0OUMaeldL8Th2JuYZBQVxEHSCkDACuVqyQikMyEiAbGjsPROqgYoioBkAopggECGoQW3OJqcBASKqUxVgyD6TMSmqmDflDIqFCPzzslAMM2G2HFgLYk9EXErCRgQk5KBkghgSJo9FAFdQESg0rsMo4NQwgWIQ2hKL1Fm5AUSO5gZy3EiUAAZspU5CUG9TKEwmZs5cES5UwMgITYNPnBIB6PPcgYpkgACmrIbIIaJ65xTFZ0VgYDMwQyMSEjAwzMbFmQAJsfclEjyP1YyNqAkjIiZWRkDlBJApc0I0r4ZAIGwcNlkqhQ4bYDBVEFcE1jjyBkgeh3kJyi1mBwlZBqtVgZGoFEcYvVRekpGQQnreuUWIQRBMs4L5sEEo6DMhoFIx/1wJFFIc2pTN8ZlpCuTCipEpj3oAEv7hnyAEYGVTkCIyIFJm85CIIpAhmLhCHIba9z01mi2DE8dmyMVnYoU8uDKJOQgrkGiIaIgGbRloupZsCFZ8r33OJCYYxXVkdQziXFJAbKJhqWxgUQEyICVCAnAkJAKMmYFMM5oBYyLIaIRmIAyQMgC2RRFVZxcOORu4TGaGbKhQDaRoSGbAz+NRiEAB2bxGAmDLQGCsKOQECzkcnDDm0G6ltuRp8EqR1KG6kIwoCUCdgAQaE1MUplEsYm1n5CA6lEq1eC7ExaEUBWMPAB2aM3KJjNSwVICZvEVGAjGXyATQYQZXEJUNwBwQSWbFith1wqrEpqoEwKAG7rldiA1AjcCo6sAhCipqUOPksivABmaswOIKVBHJDahsRjDa1oM6IBJFSggATMkVL2BsSqUZiKadOZNmGPWCzlB7RhAAnUhyBcyzZglFG9+LBchmRMKFwMArijkwVSIlNSrsMxUjFFcQiMAATIEMsBGqV+ZBFciUzZAAVIEF0cCJIQmgASqxOMgG4EUdqIEiKwmBIhqakQEEQYKiBCWokqKhucKYnAGiqSfI4hU19IhEUMCBC9q7FOouIxoDYPYYmVQIUJEYfdFsqFaZmZAB4nMvkzcD+SGENG8FDMgAWQCRVBAMiOH/A3pbgW8EcGBYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=224x224 at 0x7FAE3457FE10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=224x224 at 0x7FAE345ED610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for noise in [0, 0.05, 0.1, 0.3, 0.5]:\n",
    "    gradients = sg.interpret(\n",
    "        img_path, \n",
    "        noise_amount=noise,\n",
    "        visual=False, \n",
    "        labels=None, \n",
    "        save_path=None)\n",
    "    visualize_grayscale(gradients[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that `SmoothGradInterpreter` also supports multiple images as inputs. They can be either processed images or a list of image filepaths. Feel free to play around with it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "paddle2.0",
   "language": "python",
   "name": "paddle2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
